{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\akars\\anaconda3\\lib\\site-packages\\pandas\\core\\computation\\expressions.py:20: UserWarning: Pandas requires version '2.7.3' or newer of 'numexpr' (version '2.7.1' currently installed).\n",
      "  from pandas.core.computation.check import NUMEXPR_INSTALLED\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GLOBAL\n",
      "   Grids        Used       Min      P25     P50     P75     Max\n",
      "[['26933.00' '24484.00' '-55.48' '-12.53' '-1.36' '11.88' '60.82']\n",
      " ['26939.00' '24501.00' '-56.36' '-16.64' '-5.17' '5.99' '50.80']\n",
      " ['26894.00' '24846.00' '-61.46' '-22.69' '-9.91' '0.24' '42.58']\n",
      " ['27040.00' '26856.00' '-75.16' '-37.29' '-23.99' '-12.58' '21.51']\n",
      " ['26985.00' '26945.00' '-85.35' '-42.45' '-27.44' '-13.88' '28.85']\n",
      " ['26497.00' '26496.00' '-96.54' '-49.85' '-32.66' '-15.97' '31.12']]\n",
      "NCA\n",
      "   Grids        Used       Min      P25     P50     P75     Max\n",
      "[['6216.00' '5613.00' '-48.77' '-12.63' '-3.27' '7.86' '48.76']\n",
      " ['6217.00' '5637.00' '-50.44' '-16.61' '-6.36' '2.95' '40.55']\n",
      " ['6217.00' '5767.00' '-56.50' '-21.49' '-9.80' '-0.18' '37.03']\n",
      " ['6236.00' '6143.00' '-69.83' '-34.41' '-21.75' '-11.75' '21.33']\n",
      " ['6230.00' '6194.00' '-80.95' '-39.91' '-24.86' '-12.62' '23.50']\n",
      " ['6121.00' '6121.00' '-96.54' '-48.00' '-28.99' '-13.95' '30.15']]\n",
      "EAS\n",
      "   Grids        Used       Min      P25     P50     P75     Max\n",
      "[['7411.00' '6814.00' '-63.55' '-15.35' '-1.84' '12.99' '67.98']\n",
      " ['7407.00' '6835.00' '-68.85' '-21.87' '-7.90' '5.83' '59.74']\n",
      " ['7388.00' '6912.00' '-78.07' '-29.10' '-13.74' '0.26' '54.80']\n",
      " ['7439.00' '7437.00' '-81.35' '-43.55' '-29.69' '-18.15' '9.56']\n",
      " ['7439.00' '7436.00' '-87.71' '-48.36' '-33.67' '-21.23' '7.01']\n",
      " ['7429.00' '7429.00' '-94.77' '-55.39' '-39.74' '-24.00' '15.52']]\n",
      "SWA\n",
      "   Grids        Used       Min      P25     P50     P75     Max\n",
      "[['3753.00' '3470.00' '-61.95' '-14.46' '-1.58' '13.42' '65.81']\n",
      " ['3758.00' '3464.00' '-61.90' '-18.38' '-4.82' '7.44' '54.39']\n",
      " ['3727.00' '3484.00' '-64.63' '-21.97' '-7.99' '3.62' '49.21']\n",
      " ['3793.00' '3787.00' '-65.92' '-33.54' '-21.46' '-11.55' '5.97']\n",
      " ['3780.00' '3778.00' '-75.32' '-37.65' '-23.75' '-12.58' '8.50']\n",
      " ['3706.00' '3706.00' '-82.25' '-42.96' '-27.65' '-14.82' '23.77']]\n",
      "OCE\n",
      "   Grids        Used       Min      P25     P50     P75     Max\n",
      "[['7627.00' '6936.00' '-49.73' '-10.70' '-0.51' '11.66' '56.68']\n",
      " ['7625.00' '6903.00' '-48.32' '-12.96' '-3.36' '6.82' '47.33']\n",
      " ['7625.00' '7012.00' '-52.35' '-19.78' '-8.32' '0.00' '35.21']\n",
      " ['7634.00' '7595.00' '-70.69' '-33.73' '-20.28' '-9.32' '15.16']\n",
      " ['7598.00' '7586.00' '-82.09' '-38.55' '-23.18' '-9.60' '28.85']\n",
      " ['7320.00' '7320.00' '-92.69' '-46.84' '-28.15' '-10.89' '36.12']]\n",
      "EAF\n",
      "   Grids        Used       Min      P25     P50     P75     Max\n",
      "[['1756.00' '1558.00' '-62.33' '-7.02' '5.42' '22.41' '95.73']\n",
      " ['1762.00' '1581.00' '-57.85' '-12.32' '-0.94' '12.74' '66.26']\n",
      " ['1767.00' '1612.00' '-57.83' '-20.44' '-9.14' '1.83' '43.96']\n",
      " ['1768.00' '1768.00' '-83.66' '-47.86' '-32.54' '-16.83' '2.74']\n",
      " ['1768.00' '1768.00' '-88.36' '-51.90' '-35.89' '-18.75' '5.09']\n",
      " ['1752.00' '1752.00' '-93.98' '-61.30' '-42.27' '-21.69' '0.31']]\n"
     ]
    },
    {
     "data": {
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H4xt8HgqFQqHYjJhCTGjGElooFFo21nXXXceXv/xlvv71r7dsDMXmQgmzMgqFArmckQatqjkrFAqFohIlC5nWeouZaSRQxoJzByXMyihvRptIJDbwTBQKhUKxWSlZyIoWs1YKM9NIkEiqNelcQQmzMsqFWfnPCoVCoVCYLLsyDYtZK12Z5lqk1qRzByXMyii/8FWbDYVCoVBUYrXFrJSl2QJMi5kKrzl3UMKsjHIxpoSZQqFQKCqxnuUykkWDQVo1Sz9nUMKsjHIxpszGCoVCoaiEKcQK4YUVz1tBKmVYypSx4NxBCbMyVvQ/U41pFQqFQlEB02Imi30yW+nKNC1l+Xy+pePkcjluu+02JiYmWjaGwhpKmJVREmNuj9qdKBQKhaIipZZMQqx43grKjQStXJcefPBBPvGJT/B3f/d3LRtDYQ0lzMowJ4DweEkri5lCoVAoKpDNGvUuKQqz0vMWkMkur0WtHMeskzY1NdWyMRTWUMKsDHM3ItweMmklzBQKhUKxlvUUZtlMFrfXDdDSEBsVvrN5UMKsjJLFzO1VF6lCoVAoKrKuwiybxe1zt3yckmGi+DspNg4lzMoojzHLZpUwUygUCsValoWZtvK5w0gpyeVyJYvZeggzxcbj2ugTqIYQ4iQQBfJATkp5SAjRDfwnsBM4CbxFSrno1JjLFjMP2WwWKaXaPSgUCoViBetlMcvn80gpcXmMpbql2Z9FYSalbNkYCmtsdovZS6WUl0gpDxWffxC4UUq5F7ix+NwxloWZGyllS2vTfP/73+e9730vd911V8vGUCgUCoXzlLwrLRZmphBze9bPYtZK8aewxmYXZqt5I3BV8eergMNOfnk2mzUmmt76QMvbb7+d8fFx7r///paNoVAoFArnWe3KbNVaYYokl7f1FjPzdygUCkqcbTCb1pUJSOB6IYQEviSlvBIYkFJOAkgpJ4UQ/ZU+KIS4ArgCYGBggCNHjlgaMBAIcPjwYYQvgNy/nTvuuANd1534XdZw0UUXceDAAYLBoOXzUygapdE5oVBsZRqdFz6fj56eHoTLxQsOHyabzbZkTuXzeQ4fPow34CW9P834+Djz8/OOjwPQ2dnJ4cOHAbjlllvQtLPNbrN1EJvVnyyE2CalPFMUXzcAfwxcI6XsLDtmUUrZVet7Dh06JO+9915LY37xi1/kx9f9BK2rj8L8FF/72tfo7e1t4reozlvf+lZisRgHDx5UBf22GEKI+8rc75sOO3MCjPpG1157Le3t7bz61a9u4ZkptiqbfU6AvXnx5S9/mR9ecw1aVy+FhVne/e5385u/+ZuOn9Pc3Bzvfve72XPZXo7e8zQf+tCHuOyyyxwfB+Azn/kMN910EwBf//rX6e7ubsk4imWqzYtNazGTUp4p/jsjhPgBcDkwLYQYKlrLhoAZJ8fMZrMgJTKVWH7eAgqFQqmYXzgSbskYCoVT3H333Xz9618H4LnPfS4dHR0bfEYKxcay7Lpc3xiz9Qj+B1XTbKPZlLZKIUSbECJk/gy8EngEuAZ4V/GwdwE/dHJcI8YMc661bLIlEolS5ks8Fm/JGAqFU0QikYo/KxTnKqV4ZADRut7K5ho0e2pmxfNWUC7MUqlUy8ZR1GezWswGgB8US1W4gG9JKX8qhLgH+K4Q4veB08BvOTloLpcrTrbW9j8zrWUuj4t4QgkzxeYmFouVfjavXYXiXMYQSMY6oel6yy1mqbghlFpZKUBZzDYPm1KYSSmPAwcrvD4PvKxV45aEWIstZslkEoBAe4DYQkzVS1NsasrFmBJmCkWZdwVgHYSZ0FrfYSCVSuFy6+SyeWUx22A2pStzo1jeBbV2EpgXvS/oU6nJik1P+U3a3FQoFOcyhkXJWCeEprVemBU37q21mKUIhXzFn1UXgI1ECbMyDFcmpZ1QqwSTedH72oxJoHYnis1MKpUqxdOoG7ZCURRmppdD01s2L0whZlrMWrmJT6XTBJUw2xRsSlfmRmFc9MvKrFW7E9N/7/F7VjxXKDYjmUwG4fEi0yl1w1YoWHXPXg9X5jpYzMJLS+TzxpqkjAUbi2WLWTFTsjXVVjcJq3cjrdqdmJN4PRrTKhTNks1mES51rSoUJun0SotZqyv/m8KslRazbDZHNmsIPyXMNpaqwkwIoQkhfkcIca0QYgZ4ApgUQjwqhPiUEGLv+p3m+pDL543J1uLdyWphpmLMFJuZbDYLeutbwigUZwvpTLq0TkitdeUySq7MFq9JhULBaJbuMiSBsoxvLLUsZjcB5wF/AQxKKUellP3AC4E7gU8IId6xDue4bqy+6Fs1CUr9zzzGYtdKK8TMzAzXXnstY2NjLRtDsbXJ5fNQbE3WSleKQnG2YAiXZYtZqsUxZuZK3eq4Z103BlIWs42lVozZy6WUaxSDlHIB+B7wPSGEu2VntgEsX/TGhCsUCi0dx1Ws5tzKxe5b3/oWP//5zzl06BAf/vCHWzaOYuuSy+WUxUyhKCNT5soUuotUi7KVSxYzBEITLVuTTGEmNIHH41IWsw2mqsWsXJQJIV4ghPi94s99Qohdq4/ZChiTQLQ8K9OcbKbFrJWL3cLCwop/FQq75HI50DQQQlnMFAqM0hKlGDPd1TKLWXltTU1vXVkOU4hpQuBWwmzDqRv8L4T4EPDnGC5NADfwjVae1EZhxJgtP2+5K9PdemEWDi+t+FehsEsul0MIDaFpLbeYxWKxFZ0GFIrNRqFQKJbLKL7gcrXM9Vce/K9pessrBSiL2ebASlbmm4A3AHEoNRcPtfKkNopcscCsaHFLJvN7jz9wvKXjwHJvw0gk2rIxFFubXC4PWuuF2cTEBG9961t561vfysTERMvGUSiaoeT2E8byKfTWCbOShUwIdNc6WczcrSv/obCGFWGWkUbHbQmlpuJbkuUm5q2t/G8ubvGl2IrnrcC0PmSzWVUvTdEQuVwWhAaa3tJr9cyZM6Wfp6amWjaOQtEMJRFmujJdbjLpdEviv8w1SAjQXa0ry7E8jsDtaV3BXIU1rAiz7wohvgR0CiH+APg58OXWntbGkM0UWzIV51vLqzm3OAU6n8+TTKZo7/ADqs+hojHCS0sUIgstbT0DEI0uW3VNS69CsdlIJBLFn4rB/8Uaf62wmi1b5wQut6v1wkwTuFpomVNYo64wk1J+GvhvjEzM/cDfSin/udUnthEs16Yxapm1SpiV707KnzuNef4dRWGm+hwqGiGXyyGzWdBa6+IoF2blPysUm4mSMBMrhdmyYHOOUuyXEOju1lmylsdBCbNNgKWWTFLKG4AbWnwuG0o2m6WQzyM8xmTTXO6WCZn17snZFvSueK5Q2KFQKBjXagsrnMNKi66y7io2KyUBVuxfSTGJqxXCLJlMljbwLk/rYtnKvTguV+uSDBTWsJKVGRVCRFY9xoQQPxBC7F6Pk1wPKu2CWiXMstmskWJQHKvV5ml/sSen2gUpGsEIMRXQwgrnYIgxt8eNy+NqySJXzuOPP86dd96pFiCFbUqbBjP4v2gxa8VmIpVKlRqYuzwuEsnWzIvyWDbDYqbikTcSKxazfwTOAN/C2De/FRgEngT+HXhJq05uPSmJsOJkw+Vu2eKQzWYRmmi5K9P8Xq9PFQdVNEb5TrqVrWfAWIRcXuNabaXbPZfL8Wd/9mcAfPzjH+eSSy5p2ViKrcfyWrEc/A+tsZglEomSMHN73SSXWlzIVgh0XSOZUxuWjcRK8P+rpZRfklJGpZQRKeWVwGullP8JdLX4/NaN1RYz6Wrdrj2dThuirMXCzMwScq9DIVvF1qTk/jbSwlrqDk+lUrg9btxud0tbwpRbNhYXF1s2jmJrYl4/ouRdMTwSLRNmxXHcPjfxRGtc/KV6aRhtmfJ5tVZsJFaEWUEI8ZZiU3NNCPGWsvdkq05svVktzHC5ibdImJnFCc2hWt0A1+M2+hy2qp2HYuuy4trUdNLp1lnM0uk0ultHb3G6frkwa7XLVLH1WF4risunu3UWs3givtJilmhh3DMs10vLqbCXjcSKMHs78LvADDBd/PkdQgg/8EctPLd1ZU2Mme4iFmvN7iSTySCEKD1atQiZk+3oU9OAakCtsE9JmAmB0HUjc7mFY+luvaX1mmDlAqqSDBR2SSQSCF0vPW9lVmY8HkfTjGXa7fOQSqVach8v7zDgcmnklStzQ6kbYyalPA68vsrbtzl7OhtHpbiBVDLckrFKrkzWJ9MmFkuveK5QWGWlK1MnnWqdhSmTyaC7dKSU6ybMlMVMYZdEIoHmci+7i1oozJKJZMli5vEu10tra3O2zvuyMAOXS1X+32jqCjMhRB/wB8DO8uOllP+jdae1/qwO/heu1sW5JFPLk83lbl3cjjm5NK21sWyKrcuyQBIITSfTQldmJpNBcxmWiFa6MssTC1RtP4VdkskkuD2l50KIlpVXSiQTCH05xgwMAei0MCuvram3sFm6whpWsjJ/CNyKUfF/y5pcTBFmGszQWxfnUl6bxu1pnQBUwkzRLKuD/zMtTKPPZDPoPkOYZVOtu1bL51srkwwUW5NkMgn6yqVTuFyOCzMpJalkCn/IKBDuKlrMWiEAy8tlGL0yVfD/RmJFmAWklH/e8jPZYFYsQBgxZrlcjlwuh8tlqQ6v9bFS6WWLmbd1rkzT2qHr2ornCoVVymPM0HWymQxSytLGwklmZ2bRfBrd27pbuokw57rH07oWN4qtSyqVQpbFmAFG6IvD9/FMJkOhUFgO/ve0TpiVdxhwe5Qrc6OxEvz/YyHEa1t+JhtMOl3WjglKO6JW3LhT6VRpYdPdesuEmbkAaUVhpqwDCruUW42F7qJQKLSs7EomkyGbzqK3OMlgeROmNisK+8QTiTUWM3TnyyuV+mSWFZgtf91JzIQ0ALfbRT6fVzHJG4gVYfY+DHGWLFb9jwohtlyH4XQ6jVY+2Yo7olaImVRyVTXnFgUgm+fuUhYz21x55ZX81V/9FTfffPNGn8qGUrr+i65MaF38l9H6SaC59JbW3DOtAVJKZRlQ2CaZTJYyMU2k7vwGu7yBORjxyNC6ZulaKcmg9XGeitpYaWIeklJqUkq/lLK9+Lx9PU5uPUmn04gyl6VokcUsn88blf/N3Ym3dTFmymLWOMePH+fBBx/kU5/61EafyoZSnq1szolWBcwbLlKMOkotFEym6NM0oYou2+TKK6/kC1/4wkafxoaSTCRLmZgldOfrXq4Or9GL9ShbscFOp5fDazwttMwprGEpeEoI0QXsBXzma1LKW1p1UhtBOp1eaZ5ukcXMXNTKLWbRZNTRMUxKwkwTeFoYy6bYuqzYtbtat2OHojBDoOk62UzrhJnpotE0oSxmNnnsscc4evQol112GYcOHdro09kQkskEorN/RXV14Xa+hd9y3Jfx3OVunSUrlUqhiZXCTK0XG4eVJubvAW4BfgZ8pPjvh1t7WutPKpUqiTFYtpg5PQlK2Z/FooEuj5tkqjUWiPJF1et1b4kd0JVXXsmVV1650adxzrCiyrmr9RYzhEB3t9aVWV5MU7WesYd5Pdx+++0bfCYbQ6FQMO7hrtVZma0UZkWLmat1FrPyZulerxJmG43VGLPLgFNSypcCzwRmW3pWG4CRaVM22Vq0CJnfp5W7MpOtc2WaLTk9ntb2OVwvjh8/zg033MDVV1+90adyTlB+c25lhfPlJsrGAtTK4ONcLlecF4KcqnCusIF57YuyOmYAtFKYaaYr01iTWmHlTaVSZTFmSphtNFaEWUpKmQIQQnillE8A+1t7WutPPB5fETfQqkWoNLFL/c+Wy3I4TXmHga1UGiCZTPJv//ZvG30a5wSJRGK5hIyrden65RlorXTZgLmwCYSAbAvrsm1lWlEu5WwgFosBa4WZ8HjIZbOO3mNLwoz1sZiZwsxXLGS7FTbyZytWhNm4EKITuBq4QQjxQ+BMK09qI4jFEyszbVokzFbHmLlbWDRwRaaNp3VlORRbF0OYFW8TLRRmywWeRcky0EphpmlGn1oVY6awgynMWG0xc3sBiEadixcuCTBtpTBrxbxIp8tizJTFbMOxkpX5JinlkpTyw8DfAF8BDrfypIQQo0KIm4QQjwshHhVCvK/4+oeFEBNCiAeKD8fqq8VisZVtNoo/O93kuJowa4V7aEWmjbe1jaEVW5NKFrNWNP5ejr0UpTnRyo4YQhjCTM0JhR3CYaN/svD4VrwuPIYwi0ScqyS1HCNcHEMz4i9bFfy/HGPW2vmnqI/VrEwdGABOFF8aBE636qSAHPCnUsr7hRAh4D4hxA3F9z4rpfy0k4NJKYnHY4jebcuZNm43COHoRINlAaYVg//dPkMAtsoKUZ5pk2pRkoFi6xKPx8vTwoAWNWs2NyxC4Pa2NsnAWISMrMxUSrlrFNZZFmbeFa+bz833nWB5E79sP2lVC79UKo3Hq4L/NwtWmpj/MfAhYBooFF+WwMWtOikp5SQwWfw5KoR4HBhu1XiJRIJ8Loe7bLIJoaF7vI5ONHMs4/tXWsxaYYVYaTFzEQ2riaawRzQWK2tTpiN0V0uu1fINi9vrWfGa0ySTSTRNFIVZsmUtphRbj6WlJQCEd5XFzOtf8b4TlLv3Tdye1jRLT6fT+PzG72S6MlWM2cZhNStzv5TyQinlRcVHy0TZaoQQOzEyQe8qvvRHQoiHhBD/Xqyv1jTVJhsen+PCbD1dmalUshRj5lV1zBQNEIvGoGzHrnk8jsbRmJQnxbRyTpjfq2kamiYoFArKnamwzNLSEkLX1xSYNdeOxcVFx8aKx+MIIUr3cAC3z/nsz2w2Sz6fLwlAZTHbeKy4MscAZ9WJRYQQQeB7wJ9IKSNCiC8AH8Ow2H0M+AzwPyp87grgCoCBgQGOHDlSc5xUKsXhw4cRbSFunTS8tS/q8VJ41SvwufS6n7eDruu86U1v4o677gBgoNDP4cOHmZ6ednQcgEsueSZLS0vEY/Dsyy5jeDDj+BjrzdLSEj09PbzwhS9s6e+yXuOsF3bnhMlLXvJibr3tNtA0XtTjRb72NQR8Psf/JtFolJ6eHlzSRX++r2VzAuCiiy5ifn4OTRMcPvxybrvtNvTVTakVFZFS0tPTY+sa2szYnRdtbW0cfuMbESEft7iNDcuLeryAl8Kb3kShUHDs7+Lz+Tj8psPccaexVrjHXbzsRS/Dpbkc/dsXCgUOHz7MnXfeTjwGTz7s5vDhw7hczo6jsE5VYSaE+EDxx+PAESHEtUDJtiml/MdWnpgQwo0hyr4ppfx+cczpsve/DPy40mellFcCVwIcOnRIvuQlL6k51s0338zVV1+N78W/TiZreGt/Op8m/at76UhF+PpVVznwGxn8y7/8CzffdjPtfUZXq1h3nKu/dDX/63/9L+qdp13e/e53kcnE6ezuZHr+UY78/Am+//0fODrGevPTn/6U8fFxrr76an7844r//WfVOOuF3TkBxobl05/+NMLfhvC38dP5NKnbb+XAYC9ve9vbHD2/6667jvn5eXq397V0TkBxXmQTBNo8XH311XzhC19gdHTU8XHWky996UvE43E+8IEP1D+4Cb71rW8xPz/P9PQ0b3nLW1o61npgd1785V/+JY+MncH3/FeRKlsrANI33cALLzvEm9/8ZkfO7VOf+hS/euRX+NsNN2l2JMddR+5CRiVf+LxzbbHm5ub4x3/8R/oH22kPBrjwmQWu/OJ1vPzlr3Lsd1HYo5YrM1R8nAZuADxlr4VaeVLCsKl+BXi8XAAKIYbKDnsT8IgT483NzRnf7wusPA9/gKXFRUcLXSYSCdy+ZTO4+XOrAqrNJAO/300mk1W9ARWWKSW+lLkyhcfLksPufSiPMRMtLSEDEIvF0TSBXvy9SiUQzmLuu+8+fvGLX3D8+PGNPpUtzdz8/Jp1wkR6/MzPzzs2VjgcxhNYWZbDG3A+7tl0WWplsWyeLdIp5myllivzk0BISjlT/qIQYoDWuzafD/wu8LAQ4oHia38JvE0IcQmGK/Mk8IdODDY3N4fm9iDcq+IG/AEKhQKLi4v09vY6MRTxeByPb3myudwuNE1zfHGQUpJMpvD6jN2Wz78sANvbt1wPekULKC0AokyYeX2E5yYdH6s8K9PlcYFojTDL5XKkUinagkE03ViItoIwM3+HyclJdu/evcFns3VZmJ9HDO6o+J7w+ZktbvKdYHFpEV/QTza1HAPpC/qJRqLk83nH3O8lYVYWy6ZikjeWWsLsn4CfAt9f9frLgRcA/7NVJyWlvA2olCZ1XSvGm52dRfjX7oI0X1vpfaeEWTQaxe33UMiZLWgE3oDX8cUhnU5TKBRKk83vX850a4UwM/tXXnHFFY5/t2JjKGWYaSuFWTweI5fL4XJZqrZjiWQyWQo+FkK0LPvMzCjVdIGubx2LmYmUsv5BioZIJBKkUincFdYKMDwuCxPHHcvyXVxYZODA4Aph5g/5kVISiUTo6nIk921FDUETJcw2llquzBeYsV3lSCm/Cbyodae0/kxPzyArmKdNsTY761xr0Gg0ite/0jzt8XscXxxKC1CZK7P8dac5evQoP/nJT87Z5sZbkYWFBeOHFcLM+bIAUBRmWrkrxdMSYWbOM13TSnOjlcLsU5/6FO973/vWTTCtV9mPc7G8iOmmFEUvxGqEP0Amk3HkHpvNZolEIgTaV65L5nMnXaYVLWY+Jcw2klrCrNbMs1Jm46xhZnYGraIwW7aYOUU4EsbbtrIshzfgdbyQrXlz0IvuGn/Au+J1p8nlcmSzWa5yMFFCsbGYwqy8wCXFRcnJhQEMa0S5MHN5W1MvzRRhmq6V5kYrhdmdd97JsWPHWhYvt1Gci5Y5cx0QRU/KaszYMyfWC3PuBTpWCbOO9RNmrSpXo6hPLYE1I4S4fPWLQojLAOeUygaTSqWIx2IlEVaOcHvQ3O5SckCzZLNZEvEEvsDKqtHeNi+LS87Vv4GyBai4qLa1eVa83iqcTJRQbCwLCwtoXh/lezStaDErWdMcIh6PrxBmrajXBGUWM91oyeT1tmYcE9WLc+tQShKr5sp0cCNvfsdqi1lbh/PGAnPToJVtwLxeN6m0sphtFLWCRP4M+K4Q4mvAfcXXDgHvBN7a4vNaN0rm6RqTzalJYLp//Ksmmz/k58yYs33hlxcgY7IF2rwrXm8V5+JOeqsyPz+P8Pkp/x81rQJOC7NYLLZiYfD4nY+7NMeB5UUoEHA+jECxNZmengYhqmZlOhn6Yn5HsDO44nVfmw9d15mZman0sYZYFmbLGyOfz00y4awXR2GdqhYzKeXdwOUY2+V3Fx8CeLaU8q5qnzvbKJmnK1jMAKTXz4xDwqxkng6tjFEIhALEojFHd9dmdXYz86ytKMxaUbVdsTWZmZ1FelfF03h9CE1zdMcOhotf08t27AEv4Yjzyd9rXfxKmCmsMTMzg+5vW+naL0N4/QhdNwRck5QsZp2rSjhpgrZO54wFsLJUjYnP35rkG4U1aqZVFUtlfGidzmVDMHce1XZBmr+NmZnmJxosW+cCHStFYHncwODgoCNjmTFrpsXM63Oh65oSZgrLzM7OovUMUYguCyQhBJq/zTH3PhhW1nA4jMu7fDvytfk4szTh2Bgm5cH/AG1BJcwU1picnERW8axAcW4EgkxNTTU91szMDL42H26Pe817gY4AM7POWcwSiQQut74iocPvc5NMpoqZ/VsqpPys4Jz/i8/MzBjm6SoWMxFoIxaNOpKhUi1uINCCuIFoNGoU0SwKMyEEwZDf8SQDxdYkmUxWjb2UvoAjVoHysTLpDJpr+XbkD/lJp9OO79qj0Sgej6sUzxZocz7xZiPZatmfm4mJM2cQgdq11aW/jYkzzYelzM7OrtnAm7R1tTnqykwkEgRWVQrwBzxIKVVm5gZxzguz6elpdH+gunnab/j4ndgFzc7O4nK78LatDP4PdhoT0MnJFg6HCa5ymQZDW2sRUrQOU3iJQHDNeyLQxplJ54rMmi7+clemP9SaJANjXixnRYdCPiItcJludc61WNJ4PE40EkFrqy3MtLZ2Js+coVAoNDXezOwMbZ2VrXNtHUGWFpcc6+ISj8fxB9YKM/M9xfpjS5gJIXxCiC1VNv7MmTNI/9rFx0QUJ6JT5ulgV3DNbrOtGODpaFmOcJhQ+8qyHKGQ1/H6U6s5F3fSW5EzxV2/VkGYaYEQ4aUlx3bTpou/vJK56d530mUKRgJO+bwItfsIhyNNL6SbBVXHrDWMj48DIIIdNY8TwXYymUzT1+3c7Fx1i1lnG1JKx0pmRKNRAm0rhdl6JYspKmNZmAkh3gP8DLhWCPH3rTul9eXMmcmKVgETc2E644B5emp6ak1dGgDdrRMIOeseWlxcJBRaaZlr7/Cz5HBZjtWcazfsrYp5vYsKFgLR5tycgGXxpbmWhVlbCwppAiwuLtDRsWxJ7ugw2q4pS7I9zjWL2djYGABasLZdwnzfPL4REokEyWSyVBpjNU7XMovFoqXkMBOzvJKKSbbGF77wBf75n//Zse+rKsyEEK9f9dLLpZQvllK+EHidY2ewgcRiMaLRSM3JJjxeNK+PiYnmA5FnpmcIdlcWgU7HDSwuLtCxyhTe0eFnYWGxpTfVc+2GvVWZmJhA9/kRbs+a97Q2Y744Lcz0shgz01rgtMVsfn6ezq7leWH+7LQANNmq8+Fc24CdOnUKoeulTUk1tFBH6fhGWU4Sq+bKdLYjTTgSoS24KrwmaFiV1YbFGrfeeivXX3+9Y99Xy2J2UAjxQyHEweLzh4QQ3xRCfAN41LEz2ECWzdO1d0GiLdTUDgiMXVAsFiPYVTlGoa2zjckpZ+J2pJQsLi6tEWbtHUbLEFXRWVGPsbExZJV4GuGAVaCc2dlZfG2+FYu9y+PCG/A66t5Pp9NEIlG6epYtEd09rRGAG8V6CcGtKjircfLUKbRgB0LUdjIJjw/dF+D06dMNj1USZu2VhZlZB9Op+MtIOEwotDLsJdiuhJkdIpGIo3OiarkMKeXHhRCDwEeLN8y/BYJAQEr5kGNnsIEsm6drxw3Q1s5YUcQ1ihmjFqpiMQt1hzj9yGlHmkNHo1Gy2Sydq4RZuXWgra2ymVyhkFJyemwMrWeo4vtCd6G3BR0VZpXcNk7XazK/q7tneQ6aPztpra7EVov9OtcsZsePH4dQd+l55tF7KUSMsJDU7TegdXThufAQADLUwbFjxxseq54w8/g8uNwuR6y8yWSSdDqzJh45GPQhhBESo1h/6sWYxYE/Af4VuBJ4G/BUi89p3RgbG0NoWtVSGSZasINoJNKUv32ymMUW7K5shQj2hCgUCo7s3M3vKLcMAHR1t946cK7tpLciS0tLJOJxRKiz6jGyrZ1TTVgFypmemV5TSBMMYeakYDK/q6dMmAVDPlxuZyupV2KrzYut9vvUIhwOE15aQmvvLL1WCC9CLgu5LIWFGeN5ES3Uyemx0w1nTZqWMH97lWbpQhBoDzgimsyxyt37AC6XRjDkV8Jsg6gVY/Zx4FrgRuClUso3AA9iBP//7jqdX0sZHx9HC7aXSmWYu6BCZJHU7TeQefRewJmATlOYhXoqC7NQUbA5EbdTsgx0rxRmptvG6art5ZxrO+mtiOmGqRV7qQU7mBgfb7o3qpSS2ZlZgl1rLcltnUGmp6cdEwElYda7PJamCXp6gi0XZoqzlxMnTgCgtXdZOl5r7yKfy5VCZeyysLCAx+epWFzWxBfyObLBNoXZ6rAX87VWxV4qalPLYvbrUsoXAc/D6I+JlPIa4FVAd43PnTWcOn0a2pYXn2q7IFEM6GwmbmBychJ/0I/HtzaYGqC9KNgmHagPVWkBAujsakMIoRYhRU3M69y87iuhhTrI5XJNl5FZWloinU5XtCSHuoOk02nCYWfqjM3MzKBpYo11oKe39cJsq7kYzyWL2fHjhlvSsjDr6FrxObvMz89XdWOaBNoDzC80L5pMcVfu3jfp7g4wN9e6TbyiOrWE2SNCiP8A/gu42XxRSpmTUv5Ty8+sxaTTaWamp+vWpQGjj6bQXU1ZzM6cOVPVWgZGQKfL43LEYjY9PY3bra+JG3C5NLq6nXUPreZcumFvVcbGxtDcHsTqPpllmPOmUauAiXm9t1eYG6EeY9PkxGYFDGHW3RMsdcMw6el1ru1aNbZaUP65ZBk/fvy40SPT461/MCDa2hG6XrK02WVubq6qG9Mk0BFgYX6h6f9v03vS1b1WCHb3tHatUFSnVhPzdwCfBP5aSvn+9Tul9WFiYgIpJVqofr1cIQRasL0pi9nY+Dih3urCTAhBe0+7I2U5pqen6e1rr3jz7O0LMuVQ9mclzqUb9lbl9NgYIlj5+jFxwr0PlK739r61G6T2XmezPw1htjaetLs3SDgcIZ1OOzKOYmtx7PhxZA3r8WqEpqGFOhu2mBlV/2vHPbd1tJHJZJrOmpyZmSHU7sfrXes27ekNEY8nVPX/DaBWjNkLpJQPSymfqPJ+uxDiGa07tdZi1pnRgp3WPhBs52SDtWni8ThLi4u099ae3O197Zweaz6genJykt6+ytmfvX0hR7oYKLYuY2NjK1z8lRBuD7ov0LRoOnXqFC63i2Dn2us12B1Ed+uOCbPp6ekVgf8mvcUN01awDmw1y9xGk81mmRifsOzGLBHq4HgDFrNsNsvS4lLF+VBOW5cz2cRTU1NrQl5MeopriJOFzxXWqOXKfLMQ4nYhxN8KIV4nhLhcCPEiIcT/KLo4fwzUtrduYk6fPg1CQwRr9z4z0UKdLC4sNNSiwlxYOgc6ax7X0d/J7MxsU61upJRMTU3SN1D59+ofaGdx0bl2OpXGV5y9xGIxIwOtTm0/ANkWarqMzMlTp+jo7yg1FS9H0zQ6+zsbdgmVk81mWVhYKC025ZgLUys3LOvV8mmrxbJtNOPj4xQKebQaGcqV0EKdRCMR2y3wzGuwWva+iZks1qybf2qq+ia+r8+5doTlXHnllXzsYx9rygO11anlynw/RoX/SeC3gI8BHwD2Al+SUr5ISnnPupxlCzh16hR6qB2h6fUPhtLEbKSis/mZzv7aFrPOgU6klE3F7SwuLpJKpekfqLyw9g84l/1ZiXPlhr1VMV2LVmIvtWC7UYi2QTEupeT48WN0DVW3RnQOdnH8+PGmBf/MzAxSSvr61y54vf2tWYC2Iub/w7myASt5VhoQZgAnT5609bmSa79G2AssC7NmQl/y+Tyzs3MV5wRQet3peXH8+HHuuusuPvShDzn6vVuJmnXMpJSLUsovSynfLaV8lZTysJTyL6SUt63XCbaKY8dPgIXFx0QUa9g0IsxOnDiB2+uuWvXfpGuwuWweWBZcA1WFWceK45zmXLlhb1VWl8qoVkIGDPGWTCQarnU0OztLNBKle1tP1WN6hnuIRCJNlwYwr/e+/rXzoqPDj8frcizJoBJbxcVo1uZqtkzK2YJdz4qJKczsuuHN+Vcp5rIcl8dFsKu5Is8zMzPk8/mKcwKMRubBoK9la0UryzZtFE7NC8tNzLcS8Xic+bnZFQUD6yF8ATS3x/YOCODo0aN0DXZVdNeUE+oO4fa6OXbsmO0xTExr28BQ5YndP2hMQieSDCqhLGZnN6dPnzZ6AgYM90btQprNlZF56imjVnXvSG/VY3pHDNH25JNPNjSGiXm9V5oXQggGBjpaNidg6wiZTCYDbM1FtRKnT59GD4Yse1ZKeH1oHq/tjfypU6cIdgWrllUqp3OwkxMnG3fzlzbxg9XDFvoGQi0TZluRZDLpyPeck8KsVDAwZD2gUwiBaCDTJp/Pc/zEcXqGq1sFSmNogu5t3Tz1dOPNFSYmJnC59YrZZwA+n5uu7mDTZQ6q0eod+3rF6pSPcy5ZAU+ePGn0BNTq3xoaddeYPP744+hune5t1csidg11o7t1Hn/88YbGMDl9+jTBoG9NT0CToW0dnD7deOPpeqyXMGv1OGbm6lgTTbrPJlbXurSKEALa2m3fZ48dO0bnYKelY7sGu5kYn2g4m9gUXNXCXsz3zpxp3Yal1XzmM5/hM5/5zLqN51QG6zktzITNTBvR3smJkydtiYPjx4+TSWfo3dFXeu2eH93NwuQCC5ML/OzKn3LPj+4uvde3vY/jx443HJw/NjbG4GAHWo2FdXConTEHsj83gvUSSeXtVM6VdHEpJUePHQOLlmTh9aH7Aw273h966CH6tvej6dWvVd2l0zfax0MPNdee9+TJE2wb7az6/vBoF7Ozcy37vzYtTa3CnBd2g83tkMlkSBfvS4vhsGNNtDcruVyO6elphIVEmEqIoL22ZYlEgomJCXqHly3ItdaKnpEeCoVCw/NvYmICv99De0f1HL6BwQ7m5uZblizWam666SZuuummdRvPqflnSZgJIZ4nhPgdIcQ7zYcjo28Qx48fR/P6ED57SaVaezfpVMpWLMrDDz8MwMCO/tJrC5MLZFNZsqks0yemWZhcvsH17xwgn8837Lo5efIE20Y6ax6zbaSL06fHHN1dm2K11a7MRvvP2aXcJN2Ma/lswoj5iqB1WG/sIUNdPPmUfQvv4uIiJ06cYHD3QN1jB88b5MSJEw3f9HK5HCdPnmTHjupW69Hie636v04kEi35XhNz/rWy5MeTTz6JBDqKIRnmvW2rMjk5SSGft5ShXAmtLUQ0ErGcyX/06FGklPSMLF+ntdYKMwTgqQbmHxhhL/2DtesVmm5O5c6sTrlodaoPdV1hViyN8WngBcBlxcchR0bfIJ56+mlo77ItIrROY8F6+umnLX/mVw88QGd/J4GO2gUDTQZ2DaBpGr/61a9snRtANBplbm6ekdHaC+vo9m4ymYyjk229srWy2WxLv9/EvJkK4MEHH1yXMTeaJ54wShbqXX11jlxG7+plYnycaDRqa6z7778fgOH9I3WPNY+57777bI1hcvLkSTKZLDt2V/+9duwyFrlmY9mq0Wwh0HqUXIwO1XyrhPn379A1/LrGvffeW+cTZzelDOUGXJlAydJmNXbRdNf3be+vc6RBoD1AsCvYsJt/bGyMwSqxyCZD2zqB5jt8lLNe4Sjlm+tWbozK11GnEoisWMwOAc+XUv4vKeUfFx//25HRN4BEIsHpU6fQOqsHHFdDBDsQLpflm3cikeDhhx9iaO82y2O4vW76d/Zz19132T4/c2HddV7thXXnbucXIdOS1WphVr47caqH4moSiQThcJg2IdjlcfOLG3++boJwI3n44YfR3G6EjdIAWrdxrT366KO2xrr99ttp6wzWjC8z6R7qpq2jjdtvv93WGCaPPPIIAHv3VbfOhUI+Brd1lo51mlYW6ZydnS3Nv6eefKIlC1+hUODmI0fwC4GG4Hy3iztuv31Ld0swBZXWZi8j00SzKcweffRROvs78fjrB/6b9G7v49HHHrV9300kEszPz5eEVzUGihY1JwX/esVbljdgd8qSVYnyBI9G421XY0WYPQIMOjLaJuDJJ59ESone1YAw0zS0jh7Li9A999xDLptj+zO22xpn9MLtjJ0esz0ZHnzwQVwuvSS8qjE41Ekw5OOBBx6w9f21MGNoCoXWTrryGKBWWbKuu+46CoUCHbrGCwJe5uYXuPnmm+t/8CxGSsl9998PXf2WAv9NtK5eNJfbloU3Fotx3333sf3CUUtWa6EJtl+4nfvuu6+hAs+/+tWv6B/soKu7ttX6wAVDPPLIw47Fg6XT6dKC2cpimmb8XZdfJxZPNFVupxqPPPIIs3NztBXdmAd9XlLpdMNi+WxgYmLCCHmx2CNzNSIQBCEsCbN8Ps/jjz9O/05r1jKT/h39LC4s2hb+5tqybaR2nLXb46J/oL2hMlHVWK9wlHLrVStL4Tz99NMIwC8ETzlk7LByB+4FHhNC/EwIcY35cGT0DeDBBx8EoZV2+nbRegY4ceKEJdfNL37xC9o62ujbbm+sHc/YgRDCVtCilJK77rqT/RcMVux7Vo6mCS66eIR777vXsUlimorD4XDLAkXD4TDRaJSugIuuNje/+MUvHB9jZmaG//zOd/ALgUcI9nrcDHvcXPW1r9l2151NjI+PMzM9jT5g3boLIDQd0TPAnXfdZXnXfsstt5DL5dj9zPNKr9UKcgbY9czd5HI5br31Vlvnl0wmefjhh3jGxcN1j73o4AjpdKbpRAOT8pCHxx57zJHvrMQvf/lLXJqgu82NJgS//OUvHR/jR9dcQ0DXaSuK9l0eFz0uFz+65qxdCuoyMTGBaNBaBsbc0NuClkJGTp48STKZpH9n/ZjLcgZ2GcfbtfSalp1tw511j9020snJJspyrKZ849PIRssq5WLSSWG5mkcefhivEPiE4MzkZMN1HcuxIsw+DBwG/h74TNnjrOT+++9H7+pFuGqLl2pofYNIKetam+bm5rj//vvZfenumhmSlQi0B9i2bxs///nPLZt9H3vsMSYnp3jWZbssHf+sZ+8iFo1x99131z+4Dtlslmg0isulkc3mGo4Fqsf3vvc9ADr8Os/fFeK+++5z1DogpeSf/umfyGcy9BQzBYUQvDHoJxwO84UvfMGxsTYbpuVD768f87UafWCE+bk5y4HzP/3ZT+ka6l7hxqwV5AxGodmuwS5++tOf2jq3u+++m0wmy6WHdtY99sAF2/D7Pdx2mzP1s++8804AeroCHD16tCXulMXFRe6/7z5CPh2XJjh/MMCRm37hqLtoamqKO++6i0NeN6Z9UxOC5/g9PPX00y2Ly9toxicmoAlhBiD9QeN76mB6Yfp32bOYdfZ34vV7bQv/48eP4/N56O2r//uNbu9mcnLKsRpd5e7vVpVtAiORx6UJ3Lrg6NGjLRkjGo1y4uRJfELgczAppq5ikFLeDDwBhIqPx4uvnXUsLCwYGZn9Qw1/h9bZg+bx1g18/dnPfoZEsufQ3obG2Xv5PhYWFiwLp+uuuw6fz8OhZ1sTZhdeNExXVxvXXnttQ+dXzs9//nMKhQJD/e10d7Vx9dVXOx5rNjU1xTXX/JB2n45X13jVBV0EPDr/9m9fdmysH/zgBzz44IO8ps2Hq8zFts3t4qUBH7fccgs33nijI2NtNm659Vb0rj40f8D2Z/XBERDCkqB5+umnOX7sOHsP7bGVfCOEYM9lezl27Jitm+xNN91EV1cbe/bVX/Dcbp1LnrWd22//ZdOxU9lsliNHbiLY5qGz3cj+boWF94YbbiCXz9PpNwqgvmhvO7Nz844G5l9zzTUI4DmBlTXgLvV58Wka3//+9x0ba7OQSqWMnrGB5oSZ1hZi8syZuveoRx99lGBnsG7z8tUITdC3o8+2xez48WOMbO9Cq1P0HGBkew9SSsfip8o9Kk70wa3G4489ht+t4XNpPPH44y2Jf37ggQeQUuLXBF4h8Ot6KbGpGaxkZb4FuBujX+ZbgLuEEL/Z9MgNIoR4tRDiSSHEUSHEB+181rxZ6f313RrVx9cQvUPcfc89VYNsc7kcP/3pTxneN1zqaWaXkf0jtHUGLQmn6elpbr31Vl740n34fNYsgbqu8dJXns+DDz7Y1G4imUwarj+fi2Cbhze+8gIef/xxRyxxJlJK/uWf/xmXgN6g8fsFPDqHL+7moYcedmTBe/zxx7nqa1/jAq+HQ/61MSUvbvOxy+Pm8//6ry3NfNsIxsbGOHXyJNqQvVhIE+HxovcOcfPNN9e9+V133XW4PC52X3pezeMqcd4zz8PlcXHddddZOn5hYYH777+fZz/PutX6uS/YQyKR5I477rB9fuXcdtttLC2F6erw4/HoPGP/INdde62jSSTZbJYf/+hHnD8YwFO08F4yEqSrzc01P/yhI2MkEgmu/9nPuMjrpn1VvTmvJrjM5+H2229vaZmOjcDsDyna7Aml1YhAiFQqVTcr9/HHH19R69IOfTv6OXPmjOXM33w+z/Hjx9m+s37Rc4AdxeOcsDpJKUkkErQHvYTafC2zts7MzDA3P4/freH3aCws2o/Ds8KvfvUr/LqGt7jJPM+lc/999zUtAq3crf4KuExK+S4p5TuBy4G/aWrUBhFC6MC/Aq8BLgDeJoS4wOrn77vvPnR/m62ss0ro/duIRiJV3Wh33303i4uL7H/2/obH0HSNvYf28MADD9SNUfje976HEPDyV1244vX//MadjJ2aZ+zUPJ/+++v4z2/cueL9F730AP6Ah+9+97sNn+c3vvEN5hfmGSg23f2155/H8FAnX/ziFxwzfd9www088OCD/NYze3CX7fBesq+DPX1+rvzSl5ry62ezWT77mc/Qrgne1B6oaMnRhOC32ttw5fN89h//cd1SvtcDM25L39aYMDM+u4PZ2dmaN9pYLMbNN9/MroO7LLWcWY3H72HnwV0cufmIpUKwv/jFLygUCjzvRfssj7HvwBC9fSGuv/562+dnks/n+c53vs324S6CAUPkv/4VFzA3P88NN9zQ8Peu5rbbbmNhcZFXnt9Zes2lCV62r4MHH3rIETf/zTffTCqdXmMtM7k84AUpHf29NgPmIi6atJiZrc1qNQKfm5tjYWHBdiyySX9R0FkVOWNjY6TTGXbuWk4Sq7VWdHYF6OgINFwvrZzp6WlyuRx+v5t95/XyyCOtqYVnuhP9Ho2AW1vxmlNIKbn/vvvY5Vpu13Wex8XC4mLTm3crwkyTUpZvh+Ytfq4VXA4clVIel1JmgO8Ab7TyQSklDzz4IPQONF0EVe8zXKHV4sxuvPFGI05sf+OWOYA9h/aAoGYSwOLiIjfccD3Pe+GeNVlnY6cXSCazJJNZnnpiirHTK+N2AgEPL335+dxxxx0NXUhPPPEE11xzDS9/4V78fsOS5XLpXPE7lzM3N8fXv/5129+5mng8zlVf+yp7+vy8aO/KmjuaEPzecwZIpZJNjfXjH/+YM1NTvD7ox1/DstKua7yqzcdTTz+9pbI0b7nlVvTufjSffTemiT44gtC0mu7MW2+9lUwmw97LrQul1ey7bB+ZdKZuEoCUkp///AbO2zuwplZTrUVI0wTPe+FeHnrooYatQDfeeCMTE2d482ufgRmUddH5g+zb3cd3vvNtx5JjfnTNNQx2eHnGtpXz/kV7OvC4NH70ox81PcYN11/PoNvFSNniU06XrrPH4+bn11+/pVqXmf/3mt9a/clqaAHj87XiC630jK1F97YeENbra5rj7Syr61drrRBCsHN3L0830SrQxFwz2wIeLtw3wNTUdEssWY8++ihtXhdel4bHpRH0uWyX9KnH9PQ0c/PznOdZ9lKZPzcrAkW9ySSE+BRwMfDt4ku/DTwkpfzzpkZugKIL9dVSyvcUn/8u8Gwp5R+tOu4K4AqA3e3tz3pg0AjY/9ULXsDSzl08/6qrAJg6cD73/O47ef1f/QUAc4k4/+dZz+JPHnyQHdEoLpeb+/72Q4z86lfsucVYiB9+wxtJdHZy+Ve/gqZpxJ77XE6/4x1c8id/AkCmo4Or//APedlXvkzHrDEZ7/qbP2fkyK0M32oEWH9j9y5mliK8s7jDeey83bj+7H/zvL/5OADJ3h7u+tsP8uyPfgLPlHGDePKzn2XbD39IbzFI+/h73oOWyTDy1a+Sy+WYf9kLmXn5i7nkw58AILFtiA/t388V37+G9mIWzD+/+Y28PxGj536jzMST7/09PLMLbPvW99B1nfnXvpaFZz+bCz72MQDiu3bxxAc/yCXvex96cTG5//OfZ/cXv0jnQw+RzmS48x1vZ1cyTPCq7xjn/vY3Ez5/P3s/+c/k8wWSF17I8T/7My79n/8TUSggNY37v/AF9n72s7QX66498ed/Tvujj7Ltxz8GYPxNbyKxYwf7Pvc5crkc47t3M/77v8Pz//pjLIYjpF0uTn/+01zwz18ieHqCXKHAz3//D7h4YoLhYgzY6d/+bTI9Pez5/OcBWDh0aMX/U7ajg4c++Uku+OhH0Y4fRwAP/e8/Zuiuuxi6+x4Wo1GuPXgxl196Kfv+20g6mLnkIKd+7aVc8pnPghAwPMwjH/84z/jrv8ZbbOr80D/8Ay9405vuk1JuqiLMleYEwKk3vIFjHg/P+/a3EUJrbk587d8RQPx5z6v4t975F39BcGoS3eVqck5MI4TGE//4jxXnxM6vf52ClDx58cUsvPqlPO9TnwWMOfHwX/8p2979R3iiRjbYXzznOfz+9CTPTxgWuCff+3u4ZucZ+db3cblczL3mNbbmhARu+e3fpmvqDBcdOcLiYphbz9/P3re/mQOf/hcy2TzRAwc4/cEPNjwnAOYvvJAbX/UqfuMfPoGuCabiCT7zutfwoeNHjTmRL3DjH1zBwTNnGCpas+zMCf/EBBK49vd/nwvuuYedxTCQb+zeRVbX+b2nDbfWzCUHefwlL+W5n/0sHo+HbH//WTMnoPq8eOKVr+RMezvP/85/Ak2sFR2dXP61r+ByuYg8+9kV/97n/fVf4xsfx+VufF5c+lcfI7i0hMft5qF/+Ieq8wLgxGWX8fglB3nNlV8CYW2tuP8db6MwPsOhI0cQwNQrX2lrXgA89Sd/Qvahhxj4r/9CE4LoW3+DJ3uGeNk3voGu60QOHODp97+/qXmxdPHFHH/ve7nwPe9BIJlPpfjM617Dnz/5FO3jZ/B6PDz2N39D9113MVi0itudFwCPfOxjdP7kJ/TedBNuAd/cvbs4L54mK2HqsssIv/3tXPznhkxK9/XZmhd1hVnx4n0z8HyM/d8tUsof1P1QCxBC/BbwqlXC7HIp5R9X+8yhQ4fkvffeyy233MInP/lJfC96LVqVHpmp22+gsLC8S9a6+/E97xUVj03ffxudmQRXfe2rK16/5557+MhHPsIr3vNKhs6rnGTwsyt/yvSJ5V3CwK4BXnXFqyse+9itj3Lvdfdy1VVX0dOzMiagUCjwe7/3bgaH/bzv/7xqzWc//ffX8dQTyyb0fQcG+T9/+do1x331S7fwq/vG+cY3voHPV9llsZof/ehHfOlLX+JP//BFHDo4ykc/a9z8//b9xt8rlcrygY/8mP6BET716U/bzkwt/X7vfhejgQx//BLD+vjJ6w3L3v995WjpuFg6zwe+d5w3/cabefe7321rjPHxcd773vfypvY2nlUWW/ZvC0a8xnu611b9viWe5PpYkm9/+9uEQmtdHUKITbkImZhzAuCHP/whX/7yl/G99A0VC2namRPZk0+RfeQevvjFLzIysjK7c3FxkXe+851c/LKDHHzZwTWftTMnHvj5Azz8i4f4j//4Dzo7Oyse87WvfY0f/OD7fPpf3kZb28qYQSvz4hMf+THIIP/v//2/it9fje9973t89atf5W/+5OVcsG9gzbz41OeP8OTxRf7tK1+peO1Y5ctf/jLX/vgaPvMbuwl69TXz4thskr//2Rjve9/7eMUrKv9/1eO2227jE5/4BH/Y1c6oxwVUnhdL+TyfngvzB3/wB7zxjZUdGJt9TsDKefHZz36WI3fciffXDlc81uq8kFKS+sl3ePNv/EbVe9NHP/pRnjr5FG94/9q/ndV5cct3biF+JsZXv/rVNe+t5n3v+9+4vUk+8MHXlF6rNycefXiCf/rUz/j4xz/OJZdcUneMSuRyOX7nd96GxyUZGmjnb/7k5bzvb69h954L+Zu/cS46KhqN8ra3vY3fuKSXR88YG65nDLfxvV/N8c1vfpOOjtrdDqzyta99jR9873v8bV8nX100Sim9p7udry9GyQxt41/+9V/rfke1eWFptZRSfk9K+QEp5fs3SpQVGQdGy56PAJb6CpmmadPnXwmZzeLz+XjDG96Az+dD1gjUFYEgiwvza9LSn3zySYQQDZulV9NX7LFZKX7g6NGjzM8v8Ozn2g+kLufy551HKpWybH7NZDJ85zvf4cL9gzzr4srlFXw+N295w8U8+dRT3HPPPQ2d19GjR5lfWOSyHbUXsKBX5/xBP3fcbr9+k1nfZrCKq6YSA8VjW1kbZ7145JFH0NtCDVc3L0fvHSx952oeeughpJQMN+neBxg5MIKUsmaB4XvvvZe9+wfWiDKrXPKs7Rw/ftxW7GIqleJ73/tvLr5giAuqdBn47TceJJ5I8MMmgvOllNxx+y+5cDBA0Fv5ut3d66M35GkqicEsZTDorj03OnUdv65vqX6K4XAY3NWvHatrhRACzeur2aXk1KlTdA52NnW+XQOdzM7O1m09lMlkOHnyVN3uMKtxIgHgscceI5FIEizOSSEEl1w4xAMP/Mqxos6w3O92V8/y/9+uHsPg4GR5pYmJCbpdOvqq0Khel8YZC5m4tagqzIQQtxX/jQohImWPqBCitY3fqnMPsFcIsUsI4QHeCliqcLi4uIjmcteuX5bL8MpXvpIrrriCV77ylZCrfrEIn59CobAmE2ZycpJgZxB3nSKvVunoN9R9peBR019/YRVxZJV9BwbxeFyWOwHcfPPNhMNhDr/6wprxei+8fBc9XW1cfXVjWt680W/vrr+4bu/yMTU9bTsov6vLsJ5G8tY/Fy0ea372bOaxx5+ABtqTVUK0hdC8vlJrsHKeeOIJ3B433UPWG6RXo3uoG7fHXXEcMPpSnjx5kv0XNF4W58AFRqFdO8Vmf/aznxGJRHnzay6qesz24S4uOzjKj665puHkmImJCWZm57h4uHr8kxCCi4b8PPTggw1ngs7NzdGm67gtxOR2aILZootmK5BIJJAOrRW4PFUFUzabZWZmhva+5qw45jpRTxyfPHmSfD7P9p325nww5KO3L2SrT/Rq7rrrLlwunbbAcuLPpRcNk05nHO3iYpbgGO1aXjfMn50sz7G0uEiowtRo1zQy2WxTyW9VhZmU8gXFf0NSyvayR0hK2VhX1yaRUuaAPwJ+BjwOfFdKaSmiL5fLIfQ6VhGXh+uvv54rr7zSyMpyVc8cE5pe+t5yFhcX8RfrFjmBx+fB7XGv6PtlcvLkSXp7Q4RC1tyP1XC7dbaNdFm+aH/2s58yPNTJhTV6D4JRkuPlL9zDww8/0tBuemlpCYB2n6vusR1+nXy+YLs6/+7du41ecFnrHRDGsnn8Ph9DQ40v/JuBaDRKeGkRrb3Tke8TQkCokxMV6h2NjY3RMdCBpjefN6TpGh39HVUTVsxd8a4aTcvrMbK9C5dLt7zDLhQK/OhHP2Lf7j721bFG/PorzieeSDRc5sVsWr1/oHayxv6BAKl0umHLbi6XW5EFXQsX69cDcT1IJJMIV437jo21Al2vmvAxNTWFlJL2nuaW1FDx8/Xus+b1vH2H/Q3S6PZuTpxozOIkpeTuu+/iwn39K2qnXbBvEK/XxV132e8NXY2xsTHa/W5CZetG0KvTEXA72hotFo3iq7BpMV9rpquBlTpm/2HltfVCSnmdlHKflPI8KeXf2fxszfeF200qleKaa64hlUoh3PWtXqu/M51Oo3vqCwk7uDyuiqbeyclJ+ged0cgDg+1MTtXvJzYxMcETTzzJi5+zy1J264uesxshGiuuaYpet15/HFdxstttMeXz+Th48cU8mMmSt2B6Thckj2ayPPs5z2kobm4zYaUkgB33PoAWCDIzvTabcXp6mjabxTNr0dbVxnSVrElTsA3X6QNYC5dLZ2Cow3Jl8kceeYSpqSle8aL6BaX37upl52g311//s4bO7ejRo/jcOgPtte9PpvumUSuH2+0mW7DmjskhcFu4X54t5HI5ENXnt521Qgqtqmg1PSHB7ubmRrDL+Hy9DMeTJ0/i83no6bUfujBS7ADQSFbx6dOnjc40q7w7HrfOwQuGuPuuuxwrQTR2+jSDobVr8FDI7WgNykKhgM7atUkrrovN/D5WVpYVxbGEEC7gWQ2PuEH4/X5k3rnmqbIoAAKBlbvWfD5f+o9xCqGJihM7HF4i1N6ctcykvd1HpEYchMmRI0cQAp5/2U5L39vdGeDC/YMcOXKTbZ+7KbJW+/AroTcozAB+/fWvJ5zL80S6vsvnwVSaVKHA6173OtvjbDbM+Cnhq2HhteOyKX5XNBpZc71GY1G8gcbivSrh9XuJV9mRzs7O4nLrtHc0Z7nu6WljZsZaKv+RI0fw+9xcdslo3WOFELzw2bs4dux4QwvFqVOnGO701L3P9LS58Ln1hi1moVCIZD5PwcK8TUhJMOic8D5XMD0hbR3NleVwe914/d66bb/GxsYYGu6wVPF/NduGO5FSWmrKvhoz1rFSTPKhi0dZWFx0pE4aGLGRQ+1rLZiD7W4mxsccLevSqgIxtWLM/kIIEQUuLo8vA6YBZ8pKryNtbW3IfL4kqJpFZjMIIfD7V978dZfL8eKjhXyh4m40mUyW6oc1i8/vIZ3O1HRHSCm56aZfcOG+Qbo7rde8esHlu5iamq4aE1SNcDiM36PjsmAxCxWDoK1Wvy7nsssuo7enm3tTtdvwSCm5J5Vh144dHDhwwPY4mw2z7VBNF78dlw2AbuxUV1t487k8uss5C6Pm0quK8EgkQnu7v+l6he0d/ppB2yb5fJ4777yDSy8axmvRWv6cS41ivmaPUjuMnT7FtjrWMjAE4LYOD6cbFGb9/f0UgEid+1lOSqK5HP399vo8bmZ0XQeHFnAhC1Wt6/Pz8yDAH2o+/CXQHqgY8lLO+PgYg4ONxbMNbusEaGgzcfvtt7N3V1/FdePSi4bRda2hubCacDhMNBZjsKOCMOvwEIsnSiEyzeJ2u8lXkGa54nXTjAW5VozZ/09KGQI+tSq+rEdK+RcNj7hBmIHaMu1MNXqZThIMhYwJXIbX4yGfrR1rkUllVriHMqnaVoh8Nl/xPzmbzeKukzFlFfN7agUKP/HEE0xNTfMCi/04TS47OIrH46pZKLcSMzMzdAasLXTmcY0UK9R1nVe+6tUcTWdZrCFMz+TyTGZzvOZ1r2t60d9cVP9dGnHvw1oXvxDCqXXOHKDqacdiMfx++50FVuP3uy11GHjyySeJRKJVM5Qr0d0Z4LydvbZbl4XDYcKRKNs6rVkfhzrcjI01FlfT12fEyi3VSYwJ5wvIsuO3An6fzzkPSyFftQxROBzGF/A5EnvpDXprbiQymQzz8wv0DTQW/mI2PLd7j52cnOT48eNc/szK1uS2gIdn7B/kl7+8rWlrlmkd3lZBmJmvORVn5vZ4yFU4XXMFaYkwM5FS/oUQoksIcbkQ4kXmo+ERN4jeXiMLRSZrpxNbRSbj9PWuzWwJBAJk67jEsqnsCvdQNlX9eFmQZDPZNZY5MBY/pwSCle+57bbbcLt0LjtY311TTsDv5pnP2MYvf/lLywHCUkqeevIJdnRZW2CHOz24dNGwOfzFL34xEjha4//uqeJ7L3zhCxsaY7Ph9RqLu5MuforfZX63icfjIWcjwaIeuWwej6fytZHJZHB7mt+wuD0uMpn67u377rsPTRNcfL69ZJBLLhjiqaeesmXlrbXwVGJbh4fFpXBDluSBASO5Z7GOMDPfN4/fCrS1tSFyDvU1zVW+f4MhzJxy8XsDPpZqCDMza7anrzGXs9fror3db1uY/fKXRhmjZ1cRZuZ709MzpVIXjWI2Wh+usHEZKb7mVDN2Q5its8XMRAjxHuAWjEzIjxT//XDDI24Q5k1DJhrPlChHpBIMFqtElxMMBskka1vA3D73CveQu0bj8XTScDdVKWTqmL9c1vGWSym5447buej8QQINuE+f/czthMNhy+7MyclJFpfCnNdrzcTv1jV2dPt49NG1NbSssG3bNkLBtprZmePZHCPDw00VBt1MOG1FBpCpypbktmAb2Rrzwq4VOZNMV41pyufz6A5YIHRdQ0pZd449+OADnLejd0UZACtcdL7RkcRO+xZTmI1YtJg1sxiZFrBwHVem+f5WcmW2t7dDtnZogxWklBTSqapFTROJRM37vx08PjfJGnXMzPizrq7G49m6utvquktXc+utt3Dezl76eqoLwkMHR9F1rW6rtXocP36cdr+bTv/ajVmH30VHwN20+DPRdZ1KM6NQ9n6jWLl7vQ+4DDglpXwp8EzgrCtY09/fb/wh482XYJOFPPlYlG3btq15r729nVQ8VfNm7vF5VriHajV0TsfTpe9djabp5C1mTdUjX9z1VruYzpw5w8zMLJdcuPZ3tsJF5w8ihOD++++3dHypRtuQ9Vi2Cwb9PP3U0w2lKQshGBkZrWkdWJIwMmrPWriZMRdepzYrAIVknP4KLq2Ojg5S8erZXHasyACpeIqO9sqLnTH3nPOb1ooZTaVSPP30US7YZ1+UnLezF6/HVbEgbzXMhaejwsJTiWbqN3m9XnxeL4k6wsx836mK6puBzs5OCqna93FL5LLIfL5qh4pkKonLoSx+t9ddM2PSjK3qaCIppr3Db6vo8uTkJMeOHec5NaxlAKGgl2fsH+S2225t6m/+9FNPsqPLXdUDtLPLw9NPWWv2Xo9CoVAxmkKUvd8oVoRZSkqZAhBCeKWUTwD7Gx5xg9B1nW3DwxSiS01/l4xHQRbYsWPHmvd6enrI5/KkE83vtgASkUTpe1fjdrvI1Ylns0oua1xEriq1e8wGsNUqmtcjGPCya3s3jz32mKXjH374YbraPPSHrO8mzx8MUJDS8hir0erscCTN7YI2Gx0dHYTa2ylE6we4W0XEwuzcuXPN6z3dPaSi1RcNO1ZkgFQsRXd35VpMuq4jHdiwFIrfUassylNPPUU+n2e/zUrqAC5dY8+uXlvNlY8fO8ZIZ/WFZzUdfhft/satBMG2NpJ1/pbJgkTXNMvt3M4Gent7DRd/k1YzM3Smt0LYC0Aum6t5T7FjSdZ0rWZWuinMgk1k8ofafYTDS5aPv+222wB4djHZpRbPvnR7U+7MRCLB6bFxdtXwsuzq8TE+ccZS7Gg9splMxeLLLhqvEGBiRZiNCyE6gauBG4QQP8RiG6TNxnm7dyMcEGaFsLFj2LVrbRC8aYWILzX/Hw8QW4qt+N5yvF4v6bQzcTuZTA6Px1P1hv/kk0/SFvAw1N943bQ9O3t4+umnLO0knnj8Mfb0em3F0O3s8aEJYTv70ySVSuGqMZ4L2VQ1583I3j17IGzPNVGNQjJBPpngvPPWtgjr7e0lFo5V3Q3bsSLLgiS+FK8abK7rOvl888Isny/gcuk1r0EzpnGPzUrqJnt29nDq1KlShmwtcrkcp06fZnuXvZik7Z1uTjTYikbX9bq2R4mxqdlKCTHmtVVINHcfl8n4iu9bTT6fR9TIOrdjSRZa9XppQEmMBGy63MsJBDy2RM0vf3kbe+q4MU0uOziCrmslMWeXo0ePIqVkd2914bmr14eUsqkOBiaJRAJPhf86T7EUSb32WLWwEvz/JinlkpTyw8DfAF8BDjc84gayd+9e8skEMtXc4loIL+D2eBit4NYy3ZuROWe6VkXmIrhcrooT2+8PkLZQe8sKqWSGQKD6TuPkiRPsGO5qqP6Nyc7RblKpdMX2UuUkEglm5+YttWIqx+vSGOrwNlS3SUrJmYkJemrEJnVrGpMN1PDZzJx//vnkI0vITPMW3sLibOk7V9Pf308+mycVs1+ccjXJWJJ8Ll81psnj8ZB1wJKcy+arWpBNjh07Rl9PkFCwsQDu3du7yefzlmLAJicnyeVyFQObazHS5WVsfLyhyvxW3UrS4RJBG415H5dxe51EVlMofr5S2AsY1lhZ409nx5Ispaxp3Y3H4/h87qbiLwNtHlKptCVr0NTUFEePHqsZ9F9OsM3LhfsGGs7ONDfkZmHlSpjvVeo9bZdIOEygwt+7rbhBaSThxqTm/5AQQhNClAIgpJQ3SymvkVI613F0Hdm/3/DA5hebC5GTi3Ps27u3ogl627ZtaJrG0vRSU2OYhKeXGNo2VHGstrY2Egln/iuSieyaYrkmUkrGxscY2dZcDMnokPH5enVwTOHWF7QfFNvbpjNloYPBaubm5kimUvTWaGbe59KYmplpqPL1ZuXiiy8GID9vv8zIagpzU/j8/ooWM7N9VWS++Q1LdCG64jtX43a7awqzZHKleyhZJSkhWyPz0+TkiRNsH+60duIVGC1+1spmwpw3VjMyTYY6PORyubobokokkkm8dSxhXiHI5fMN9+TcjAwNDRnJVU0KMxmP4A8EKsYIgxE6UqghmO1Ykgv5PHqN+1c6ncbTZA9nj7dyncJKmHXJLrMozAAuf+Yok5NTDcVEPvXUUwy0ewl6q/8N2rw6gx3epoVZLpcjGo8TrGCoCBaF78LCQsPfX1OYSSkLwINCiPoO4rOA8847z5gIC40LM5nPkQ8vVLQKgLFb3za8jcWpxv9TylmaWmL3rt0V3wuFQiRi1SeI1QUIIB5PEwpVvnlEIhESiSSDfc1lIw72G5+v18/NrMVjNcC5nA6/i3ADBQTNiTrirm4hGXa7kFJy9OhR29+/Wdm/fz9en4/CnP1FuxwpJXJuioMXX1x1wwLOWJIjs8Z3DA8PV3zf6/XWFmaJld0MklU2N6Z7vxr5fJ7JqSm2NVgXCqC/J4iua5Z6yU5OGhsOO3GXAAMh43ewK8wKhQKJZBJfHSu5+X4zvQE3G16vl96+Pgqx5uIvC7Ew20dHq7p5/X4/uYwz4SjZdK5qWQ4oCrMmy8h4iokKVlzvd9xxBztGuhmw0f7pWRePIMRypwA7PP30U+zsrr9p2dnt4ejTzXUZmJubQ0pJZ4V7XWfRimaWJ2kEKzbNIeBRIcSNQohrzEfDI24gbreb/QcOIJuwmBUW50AWeMYznlH1mD3n7WHxjPXMlWqkYiliS7GKFggwMjVjseoTxOoCBBCPpavu6sw0654u6xmSlWgLePB6XHXTrU3fvL+B4rl+t0YiYd9V/dRTT6ELwWCNHedoUbQ5YQbfLLhcLi45eBA5N9lUNpSMR8knYjzrWZW7tQ0MDOByuwnPNJ9oEJ5dwu12V43bqRd76Q+s7GbgrxJzk8nkaga0LywskMvl6O9tvBWRrmv0dQct1YaamZkh4HURsLm49rS5Sp+3QzgcplAoEKrTE9Z830623tnAzh07oAlhJqWEWKRiMoyJlfJKVskkM1W9HuBMGRnz8/Xc4ouLizzxxBMcOlh581SNznY/+3b3ceed9oTZ4uIi8/ML7Oiun9iws9vHwuJSUxYtc5PTVeHv2aYJXEI0ZKE2sfK/9BHg14GPAp8pe5yVXHzRReTDC8hsY5MhPz+NEIILLrig6jF79+4lHo6XMiobZX7CEER79uyp+H5HRwfRSLLqgmp1AQKIRqrX2jGzedpDzWVdCSHoaK/f5sbcjXkstGJajcclyGSztkXGU08+yZBLrxn836ZpdLlcjgSObiae9axnkY/HmnLb5GfOlL6rErquMzw87IiLf2k6zMjISNVsNp/PRyZd/Rrw+1e6h6p1CUincvhq9BE1NxjV2pNd9V/3cmp8kVPji3z0szdw1X/dW/G47k6/pdpQi4uLdPjtl1Zo9xmfsduKxjyn9jrCzHzfbn2rzc6uXbvIRyPIBmLzwKgPWEinagozo7ySMxn8qXiKzo7Oqu/n8/maMWhWMIVZvRize+65Byklh2x0wzB51sUjnDhx0tZG4ngxuWWHhbhkM3a5mXpmpoW7p8I9SBOCHpduyQpeDSvB/zdXejQ84gZz8cUXg5TkF+ztHk3k3DR79u6tuTPZt28fAHNjtRvK1mN2bA4hRFVh1tXVRT5fqGo1s7oAFQoFwuFE1fIDZkyVv0rgqdUFCMDnddXNbDQnvZUematxNdDMXErJsWPHGK5hLTMZ1jWe3kIWM4BDhw4By+KqEQqzZxjatq1m9ffdu3YRdkCYhaeWKmZEm/j9fvL5QtMJAMlkpqZrqORyr7JhOTW+SCKZJZHM8vjTM5war2xRag95LZUgiEQiBCukgX373hlOL6Y5vZjmk9eP8e17V97bXLog4NFtByObrpiOOlYW8/1mXDebkd27d4MsIBu0msli9v7u3ZVDUQC6u7tJJ1J12/hZIRVJViyrVDofKVmvxNl7772X7q42dox02f7spRcNl77DKmZM2oiFjGWztl8zHQAmJibwaBqhKm7+Hk0w1kTrJyuV/6NlTcxTQoi8EMKZlMMN4MCBA7g9noZiamQuS2FpnoPFgOlq7N69G13XmR1r7kY1NzbH9u3bq4pAszbO0kJzKd2RSIpCQVad1KbZ2lXlBm11AQJjx1XPDF4SZg1kgJpizo4wm52dJZlKMWBBmA24dKZnZ7dUAkB/f79R42+2MWEm8zkKCzNcftllNY/btWsX8XC8ZqHZeqRiKeKReF33EFDTdW9prGSOtrbqVdLNsgF2K/6vpi3gIRatH5+VSMQJuNfOwbGFNMlsgWS2wJMzScYW1m7U/B7ddvq+VWEW1AS6ELZdpZsdM4SkEG7M5VUILyCEqLmJKJVXCjdZlkNK4uF4TWHmRL9a0wpdqzRKPp/nwQce4OAFgw2VUNk20E5vd9ByMXIwkme62tw1A/9NAh6d7jZPU8Ls9OnT9OoaWpXfr8+lMzU93XBCjBWLWaisibkPeDPwLw2Ntglwu91ceMEFyAay0ArzM0hZ4JJLLql5nNfrZdeuXcw3YTGTBcn82Fwpk7QSpnVibq65oNv52eiK76t6Tk2NYn5J/W8xL2Z9lTCrZxmAZTFnZ0KY2W79FoSZecz4+Ljl7z8buOzQIQoLMw31zSzMzyDzeS699NKax5kL3cJE4y6v+TPzK76rEmbLrFrxl1aI1Yi7BEqWX5+vucrtfp+bpIUSPqlkCo+rMZOHx6XZ3kzMzc3hEqKU/n9tNM5kLsdkLse/LUS4NmqICU0I2l16KRZ1qzA4OIg/EKCw1Nj1WggvMDg0VNO7Yt5zYwvNZX+mYily2VzFNoEmmqY1VY0erBVdPnr0KPFEgosO2OsdayKE4OLzB3n4oYcsl3g5deokw+3Wk2KGO1ycPnWyofMDOHXyJH01Niz9uk6hUGCiwfJKth3OUsqrgV9raLRNwiWXXGLUbrJZzyw/N4XL5aqakVnOgQMHmB+fb3giROYjpJPpmsLMnISz080ZMGeKn682qc1mrLlc8+b2bL5Qt7mrae1yr3JlWrEMmMLMTs0mM/C620JV/+7iZLTbyHezc+mllyLzeQoNbFjys2dwud01E2JgWUzNNyPMxmvHXQKl9jfhpcZjPAuFArFosmorHViOhfQ22VLHU2yWXi8uMpfN4m4weNujWytxUM7s7CwdZQV2J7N50hLSEk5mc0yWud86gNktZjETQrB3715kgxYzIgvsL4a1VMO850bmmxNm0eLnawkzl8tVar23GqsZ/Plc7Q4xQKnF2Pl7G++dev7efuKJhCWrVj6fZ3xsnG026vtt6/AyPj7RUG2/WCzGwuJiTQ+LuYFvpKYmWHNl/kbZ4zeFEJ/AyUZ0G4Bp8cqvcmdqHV3gcoPLjdbdbzwvQ85PceGFF+L11r8A9u/fTzaTbTimxoxPO3DgQNVjgsEgHR3tTE02l+k2NRlG1/Wqk9osGZDJNC/MMpn6taFMYaY3YAbXG7CYzczMoAtRsSbNaky3zlZz2zzjGc/A7fGQn1lZA67enACQs5NcfNFFdedFMBhk27ZtTbn458bmGB4ZruliNN1DC/ONu4fCS0ny+ULVVjpQtoFwNRdQbX6+nvs9l8/RaFKdLoTtRWh+bo52i1OwXdeY32IWM4B9e/cam3ibf7tCyuiCsXfv3prH9fT04PF6iDZZRiY8Z6wBIyPVg+3dbjfZKvdwqxn82eLmvNbm+oknnmCgL0Rne+M9OfftNuawlQz46elpMtmsrfp+2zo9ZBus7WeKrVrCrM+lo2G4PBvBylbv9WU/54CTwBsbGm2TsHv3btqCQVJzU7hGlv3/ngsPldot+Z73ihWfkakk+cgSz3zmYUtjmJau2bE5uoYqB9XXYvb0LD6/r+ZEA9i+fQdnxpuz3kyML7Jt21DVXZBZMiDlQL2ddJ0SBFAmzBpYhPQGgv8XFhYI6XopXsB02QD820KEIbfO60KGEPALIxV6q5UG8Hq9HLz4Yn71+JPFIGHjb1FrToBR2Twfi3BZnfgykwsuuIDb7rhtxRhWkVIyNzbHC577gprH9fb2out6yRLcCNNTxmerVWyHZfHvZKZbrQUvny9UjWmphybs9+6bn59nwOLvFtI0Hl9cbOj/dTOzb98+kAUKkUX0Luttt0z35746FjMhBMPbhgnPNre5jswam+tq3TDAmOOZKkkGZgY/wPXXX0/fQGX3a6a4BtTahB07epTztttf88rp62kjFPRZqhnZSOFl89jTp09XrYdYDSvCzCUEvW5XKVvULlZizH6v7PEHUsq/k1Ke1eYCTdO45OBBmJ+2XFbBtK7Viy8zGRoaIhgKMnu6MevA/Ngc+/ftr9s0e+fOnUyML5Z8/41wZmyJnTurB6iaQirjhDBLWxNmuiYausE3kpW5tLREW9lQtVw2QghCLn3LCTOAyy+/nHw8ioxbFzT5aSOGwqowO//880nFU6UisXYIz4ZJxVM1S9WA4WbZtm2IMxON/x+Zn621MSoUCghBU23KYPnz9cIeCoUCDSQqAzSUjRcOhy1ZkcFIAMhms1uul6zpMi/Y7CdbCC+gaVrNwH+T7du3NzQfygnPhNk2vK3memGWkamE1Qz+TDqHpmlVN/GJRIKZ2dmmumGAcZ8d3dbBKQuuTFMoDdkQZkMdhrBsxKJ1/Phx/LpOR51Ny6CuNdyjtl5LppcKIb4nhHi0+PhvIcRLGhppk3Hw4EHyybjl2k35+Wn8gYCliQbGhXVg/wHmGnDbZNNZFiYXaroxTXbu3Ek6nWVutrEYhWQyw9xctObvZboe0w64MtN1qqlDsRBig4udOVfsuG3Ci4ulAGcrBGiuD9pmpVQ2Y9p6dmZ+ZoJtw8M1Y1vKufDCCwGYPmnfyjtzYnrFd9Ri9+7zGDvVuDAbP71AKBSsmeUGtbPTrGJ+R71NokQ2prAAQX3hV046nSaVTtNm0WJmHrfV5kVfXx+h9nYKS/bizApL84yOjtbdhAKMjo4SW4qRbaLvcWQ2wvbR2g16nCgjk0pmCQT8Va97s3ZXM90wTLYNtDNxpn7w/OnTp+lu89gqvOx3a/QEPY0Js2PHGLBgOBh06czNzzfUEaPqrBNCvA74d+DHwO8AbweuA/5dCPFa2yNtMi666CIAClbrmS3OcvFFF9W1YJVz/vnnE54Jk07Yyw6bHzfaPVgRZqagGj/dWIDqxJixeNUqP+BU8H+hUEBKWTf4P5/PN+yyMePS7AizSCRCwIYQDAhBpE6R3LOR/v5+RrdvpzBjLZNI5rLIhRme8+xnWx5jeHiYzs5Opo7bj+2YOj5FV1dXTfeiyZ49e1hciLHUYALAieNz7N27r+7Nt9nyA7ZZpwHNxcRvcR6ax22ltkxgiOZ9e/dCZKXIrxV7KaWEyGJdN6bJ9u2GoGq0XVkumyO6EC19TzXMmnypJjoNpFLZmrX9zJitZrphmAz0hYjF4nWvqVMnT7Ktw34CznCHm5Mn7fXkzOfznDp1iiELXWnMLjKN9P2stR36M+CwlPKrUsoHpZQPSCn/HTgM/LntkTYZIyMjhNrbLRWalakk+VjE0k69HDN7067VzHR/WhFm5mQ8M7FkawyTifH6wsw0W+fyzS0K5ufridtCodCwe8j8mB3rQCwet7wAAfiE2HILkMmzL7+cwsIs0kLyRH5uClkolCxtVhBCcPDgQWaOWw8jAGOxmz4+zcUXX2zJSmXOnRNH7UddJJMZzowv1p1/mqYZPUKbFEuFYqZcvVg1TYiGs66ktBcLZ9Zo81uch1uxX6bJnj17yEeXVpSS8Vx4CK29C629C9/zXoHnwuU5IFMJCulUzczhckZHjSbfjXbFiMxFkFLWjUc2E2aSycYtc8lkhkCgeuKNWfuut7vyMXaKkZstAGsVLs7lcoyNjzNiIyPTZLjTw8T4hK1EsampKdKZDIM1slJNhorHNBJnVmumDkopH1z9opTyIaB2wauzACEEF5x/PlioUZNfNLKNrJTJKGffvn1omsbMKXuLw8ypWYZHhkv1mGrh8/kYGOhvOJ5mcmIJn89Xte8gLN/Q16MGjjlOow4i09Jm9VwLhQKpdBqvDSHo0wSJeHMFITcrz3rWs5CyQH6+vkWrMDuJz+erG/O1moMHD5KIJmz1zQzPLJGMJTl48KCl4/fs2YPL5eLo0/aF2fGjs0gpLcWyAeRyzc2LXL5+CQIw61A1NkYBe8LMLEbrsbhh8RaPs1vE9mzgvPPOAykpRK1drwULFf/LGRoaQtf1hhMAzHlUz2JmCrNEvHGLWTKRrZkRvbCwgNutVy26bKcYeXenv/Sd1RgfHyeXy5Wq+dthtNNLLp+3VZPSFFlDFmpehnSNoEt33GJWa+XZEqvSgQMHyMciyExtV2NhaQ5d1y3vgEx8Ph+7du1i9tRKxd891I3b58btczOwa4DusqxNWZDMjc1y4QXWrXOjo9uZmmzMDD45ucTIyEhNK4RTWVamZaHeAiGlpOF4arFyrHqk02mklKWFxQoeIUilnelvt9k4cOAAXp+Pwuxk3WPl3BQXHzxYV1Cs5uJi54ypY8tj1JoTAJNHDaFoVZi53W727t3DsQaE2bGnp9E0UdcVZWampbPNJcWkMzk0TdR18btcLnINJvnk8tLW/1OpX63FeWEel96C88IUWGaLpXrIyCJCiJpeiHJcLheDQ4OEZ5YaOr/wTNjI7qyTXWh2xEjYDK0pJx7P1DQYLCws0NlePQbNDp0dhjCrlWhVasXUgMXMbN9kRzidPHkSDaMchhUGNI2TDguz84QQ11R4/AiwthXY5JQybiK1J1whvMD2HTvq3jgrccEFFxiFZssK+132+svpHuqme6ibV13xai57/eWl9yJzEdKJtCU3psnw8DCz05GGXCqz09G6E3rZYtacy8ZKO48STQQ528Esuum2MZ5b0FCj9LMBt9vNMy68EFnHxV9IxMjHo0Z2s00GBwfp6+tbEWdWa04ATJ+Yon+gv253inLOP/8CTp+ctx3sfOzpGXbs2FGzYjtQer8Z1xBAImnE7dSbFx6Ph2yD4QS5AnWTbsqxOy/MhgR2i9ieDfT39+PxeilElywdX4gu0dffXzMWazXbRxvPzAzPLtE/0F/3/9cUZvEmOmIk4umawiwcDtPZXj/hwQodIePvt7S0VPWYEydO4NIFgzYyMk0G2z24dc2Wq/H06dP0uF2W58WAS2NsbMy2t6mWMHsj8JkKj09jxJmd9Zg7oUKNnZCUEqJL7KnRAqYWBw4cIJvJsjhlbbc1c9pYEO24Tbdt20Y6nSW8ZC9VPZvNMz8XqxtMbTVrrB4Fixaz9aTU/snGZ1wIpJS260KdLVx00UXko2FkunoLHzNppl61/2ocPHiQmRMzlq4pWZDMnJjh4otq96hdzf79+8nl8oydtl7qoFCQnDwxx/799TdGpdZPTbiGAOKJDKFg/bAFr89Hpkrl9nqk89JSYWyTUi1Bi8e7sJ90c7agaRo7tm+3LMyIhdll0VpmMjo6SmQ+Qr6BBCsrGZlAqb1YM8IsFkuVBF4llhYX6Qg5I8x8Xhdej6umMDt+/DjDnd6G+irrmmBbp8eWxWzs1Cn6bIzVp+ukMxnb7cqqrpBSyptrPWyNsknp6Oigo7OTQrSGaMqkKKRTls3SqzEtX1brmc2dnqUt2Gar6F2pNdOMvR3X/FwMKSVDQ7V7mpnB+s1azAp5G8JsnaxR5k7GThaoeWizMXebFTPJJb9Q/ZotLMzi8/vZsWNHQ2NccMEFpBIpS3E14dkwqUTKdvKNWXX99EnrwmxuNkoykbGUUVdq/RRtrqF9OJKio0brJ5OAP0Ay29g1l8rmbVlwzGvb6qww58RWFGYAO3bsQCTqlySShQL5WP0MydWMjo4iC7LUWskqhXyByGyklEBQi+Ueso1dr+l0jkw6R0dHR9VjlsJLtDskzAA62v01hdnJE8cZ6axsLbPSW3m008OJ48csbRDz+TyT09P02KjM0Ntgb+XNY7rYIHbu3Amx6oLGDPhsdAHq7++no7PDcmbm3Pg8+/btt2VVMi1eZrVyq5iV0a0Ks1yDu3WTfMFaVqZoJvvM5vF2FyBYnjRbVZjt2bMHXdcpLFXf5cnwAgf21y+AXA3TImxlw2IeYzf5pq+vj2AoyNgp68LsdPFYK4HbXV1GiYSlSHNFVZciqbr10gDagkGSWfszQ0pJIp2vGbTdLFun1n9lRkZGyCcTdbOVZSIGslA3Q3I1prCymwAQW4yRz+ctjedyuQgG24hEGhNmseIGpJowKxQKRCIR2kP2472q0R70VhVmi4uLLIUjjFaJL7PSW3m0y0skGrNUMHx+fp58Pk+PjZY0poiz2/rpnBdm20dHKcTCVRWzKcys7EgqIYRg/779zE/UrzOWzWRZmlqs2/h2Nf39/UYLmil7k3q6eHw969xyHbPmhIgZ62MlVq9hg1nxc1aDT00BbGc486+wmVyyTuJ2u9mxcyeFKs2bZT5HPrJYajvWCMPDwwTaAqWesLWYG58j0Baw3TpFCMGunbuYGFuy/JmJsUU0TVia793dRoLCwmLlTMREMruiMXSiSiza/FKi9F21CAaDxDP252AyW6AgpaUsb5NS+ILF47detOVKzM1voU5XDLNrhpVae+WYwspuAoB5vFULXWdnJ5FwYxsJ83OdVay7sViMQkE65soEQ5hVqxlpVvwfaSAj08RMGrDSbHx62ihw3WljMxrUBLoQtnsrW2li/ltWXjtbGRkZQeZyyFTli1XGI/h8Pks3zmrs3buX8OwSmVTtWJSFMwtIKes2vl2NrusMDQ0yZVOYTU2GCYWCpdiDWt/vcumkm2zJlLbQZw2aywKV2EgwoCyxwYYSND26W1WYAaWimpU2LIXIEkhplBFoEE3T2LtnLwsT9a1ZCxPz7N2zt6HrYvv27ZyZWLIcH3lmYpHBwUFL8Vgej4eOjnbmFisnqSeSKxtDJyoU9kwksySTmZrN0k1CoRCxtH1XYbz4GTvCrBS+YPF4MyfBbobu2YLpVZCJ2nXaCvHYiuOt4vP56O3ttVVCBpYtbFYNB52dXUQbtPBGip+rZjEzuz4E25yzmIWCXiKRyn8Ts2q/nR6ZqxkuukGtCDOzbEe7DYuZJgTtLp35eXstvayM8BcWXzsrMXfh1foDFmIRhuuUk6jHnj17QMLiZG2r2ULRqma3LAcYJTMmJ2wKszNLjIxYm9A+n49U2hlhVq9NSVOuTJsWM9N6Z2e5yxfPbqsuQmC48gqZNDK11hokI/bqNFXjvPPOY2l6aUXG8moK+QJLU0sNi8DR0VFSqQxLZVat0e3d+P1u/H43+w4MMlrWcHnqTIRRC4HUJn19/cxXsZgF/EZj6CuvvJLrr7+eQIX+g/NFUVer+bRJR0cH6WyetE3LdbQozKpZOiphXtt5q72EsRamcLZixvHKOnFmMhHD6/PVjMOqRiM9M8MzYbq6uiy7qbu6uggvNebKDBe7aFQzUpjFhavVMGuEtoCHWJWakadPn6bN66Ld1/g1F/K5CPpcpUbotTDdnSGbiQZBapf8qEStlkyvEUL8MzAshPh/ZY+vAS1LRxNCfEoI8YQQ4iEhxA+EEJ3F13cKIZJCiAeKjy86MZ4pzApVemaKZIwRmy6U1ZiLysJk7f+chckF2jvaLcWbrGb79u3MzkQslwaQUnJmImw5di4QCDhSFgCoexMRQjScASptWrNKblob4+UluF0ux+q7bUbM60JGlta8V4iG8fp8lsRELXbt2kU+lycyV31DEZkLk8/nLfeoXY1pSZiaXB7jt9/xHEZ39DC6o4f/85ev5bff8RzAcNXPTIdthS309/czt1BNmLlXNIYO+Ne68OcWjEWnVoFnE1NYRVP2rGbm8fUs4+WY88LqjDdD3+xkfp5N+P1+2oJBZKJ2CU+ZjNPf39/QvWF0dJTwbBhZlmRVr75feDZsK9Ggu7ubpaV4Q/dXM+u/msA3G9j7ffbLSlXD53OTSqUrxvOemZhgIORu+j48GHIzMVG/DV00GkXAmpqX10bjTOZyTOZy/NtChGujK68RvxBEo/aSOmqtXmeAe4EUcF/Z4xrgVbZGsccNwDOklBcDT7HSOndMSnlJ8fFeJwbr6enB7XZXbGYuC3nyibjteIHVdHV1EWoPsVhHmC1NLbJ7V2NWiO3bt1MoSKbLFqBaloFIOEk8lrK8CAWDIWJVChNajaWJJwxXTj1hpus6jSaA2i3JsSzMrI+RlRJPAzXtzibMm30htlY0FWJhRkdGm3blmuJvsUYrmsUp471Gs6LN2J3JM9XHMJmfjZLPF2wJs76+PuYXGlvoYFmYWbWYgX1hFknZt5iZAitr8fcyNzZ2aqWdbQwMDFBI1qmtnooz0OCGZfv27eSyOWJLy+7SWvX9pJSEZ+xtJHp6esikcw1tshcX4nR2dlSNETZr2HlsNBOvh7f4XZXq4505M0F/qHmvRX/IzaSFZunxeByfrq/J4J/M5klLSEs4mc0xuco44tMEMaeEWbE/5lXAHinlVWWP70spG+v/YwEp5fVSStMidydgL73FJpqm0T8wUFmYJeIgZcmM3ShmFehagZ2FQoGlmaWGsz9LPTPLFqBqlgFYXqisjtfe3k40VjlGzkosDUA0Vjurx0TXdfINZjzmbVrMXEXLV9aG8zTL1l6AwIhHCoXaKVTIWBbxKKOjzU9Ls+NEuIYwW5peQghhO8vNpLu7m0DAv8JiVo3J4jF2xurv7yedyRGNN1Ybam4hjsullzI8a2FavFbHmSWz+RUbo+SqhcF0ZdqxmJmlNawKs0zxODslOc42+vv6EFVikU1kMtGwJdm8h1uNM0uEE2TTWVsWM9Mbs7Rgv3nP0mKipjfHrAnpshGDVQ/zu1bXjMxms8wvLNIXbH6D3Bt0s7C4VLdnZiqVstW6z8QjBOmUPfexFbl5uRDiw8CO4vECkFLK9aj+/z+A/yx7vksI8SsgAvy1lPLWSh8SQlwBXAHGLufIkSM1B3nJi19MIpVCBL3c4jYuhBf1eJEdncjDh8lms3W/ox6XPvNSItEI7nHjTy7Sxn+w+TyfL/D6172e/v7+hsaSUnL48GGyiQCP/mp5YhRjUVe8BhCN9HD48GHm5+ctjXfRRReRTO7mnicquCqEl+uvvx6A66+/nlAwUPk4314OHx7hwQfXtGBdQSgU4tdf/0Ye9q6MRYtpi0Cy7HmQh72XrjgmvyPP4Z4sTz/9NCdPnqz7ewEcPnyYNiGYLN4EMkeOwOxytmCms5PJF72k9Hx/Ps9uXW/6mlhP7M4JgNe97rWkcnluu9WYZi/qMf5PC696Bd3d3Y78/r/5m7+JcAnc4641cwLg/MEDHPjN/fzyl79seIw3vOGNIPJ150UyPMDhw4eZmJhgcrJ+SyowhP3hw4d56HiwtLs3iSa0Nc9Xz4v2vmfwpjddyC233FJ3rGw2y+HDh4kF3TzsXR5rKTvBK1/5Mq644goAjvzixhXzom1/ljftLHDXXXdZ+p3AWAgPHz6MX9eY1OrPC1kocDhfYGpqasvOiwMHDjA4NITWbvwflq8VJoXXvoaenp6G/gaFQoHDhw8TILBiDlSaFwBt6QCHDx9GCGF5vFQqxeHDh5k8HWJxdu18KH++es244MBzcLu9VceKxWIcPnyYsYUOpqOVrWZW5kQ5nvYDHD68nbvvvnvFZjuXy/HGN76RnraVc2HF+VhYLwD6L87zxt1Zbr755ppxw4ODg7z811/P5Kp2TPXWiwP5PNsltq4JK8LsK8D7MdyYjlQPFEL8HKhkhvorKeUPi8f8FUYs2zeL700C26WU80KIZwFXCyEulFKu2dJLKa8ErgQ4dOiQfMlLXlLzfL74xS9y3c+ux/eq3yJVLOD40/k02VNPk334br72ta9ZypqqxY9+9COuuuoqfusv34I/5Ed6jR1mdsTYCUw8Oc6NV9/IP/zDP9gupGnyrW99k6ERH+/9418rvfaTnxj/XvjMlRaob111H3ffcYr//M/vWvLRf+UrX+HHP76Gqz7322uO/0mXi9k5I5YGYNdoO5cdWGtB+PI37+G+R2Z4z3veU3Osb37zm1x99dV85R0ry4b8pLDy7hEsxLgoff+K1+44HuHq26f40pe+ZLm8wpe++EXOz2d5Q7vhYvUsrbykPEtLDN3yi9LzI0tRIr39vOtd77b0/ZsBu3MC4NOf/jS33n0v0me0HvrpfJpCLEzqyI/50z/9U6x8Rz0+9rGP8eSJJ3nD+9+4Zk4AXP9f17N/137e9a53NTzGZz/7We69704+9f9+u/RapXnx1Svv4olH5+ten+UcPXqUL3zhC3zgihdx2YGVLqWfBFbOuVCgsGZefOjTN+FtG7T0+0WjUf7pn/6Jtx7q47kHli1sne7sio1Rv7+wYl589Z4pHl/U+f3f/33Lv1csFuNzn/scrwkGeH6bsUGqNS8eTqW5Ohzn85//vO3iqhuJnXnx3//931z9gx/gf/VbEC73irUCjESx1JEf8f73v7/hufHv//7v9JzXy/N/8/nL51hhXgA8dtvj3HvtPXzzm9+0nGwwMzPDv/zLv/C7v/d8nvW85XI35nwwaQuuXTOu/NI1vOzXXsnb3va2it9966238sUvfpFP/vXrGN3WWfEYK3OinJ/e9CRXX30f3/rWt1ZYfB977DE+97nP8Se/NsxF2yqHxlhZLwAeORPn334xwSc+8YmanUw+8pGPMP7Ar/j/uldanuutF4/EEtyazJTWRytYsTmGpZQ/kVLOSCnnzYflESogpXy5lPIZFR6mKHsX8OvA22UxeENKmTbHlVLeBxwD7BX8qkJ/fz+FbAaZXemCk8k4mm7NzVAPM06tWqBzZK6x+jfljI5uZ9piM/OpyXDd5uXldHV1kc3mq8aPWWEpnLRUdsQ8JzslLEzMz9jJDnO73baC/3MS3FvclQnGvMiviqmRSSPQ3UqwuhXMVjSVMjML+QKRuUjTC/3o6CjhpTiJOu7GyTP2AqlhOTZstgHXEMDcQsJy/0+zN2d8lSvT79ZXJBn43Suv/USmULONTiVMl2RKWgspSBWDQuv1Fz2bMd14lTKVjdeTK45rhNHt2y27MsOzYYKhoK0M0J6eHjRNsDBfu+zHapLJDMlEpua8d6p1Xzlmt5nVoSlm0dlmMjJNOvyGfcos91GNbDZryZK1Gh1BoVCw1RWjVlbmpUKIS4GbipmSzzVfK77eEoQQrwb+HHiDlDJR9nqfEEIv/rwb2AtY7z5ag2oTTiYTdHV1OZICbgquai03ovNRfH6frQDd1YyMjDA9FbZUkX5qMmK5VAYsp0g3U+V8MZKiu7v+TWu5ttjK1+vF0pR/xk5gutvtsmUKziHPCWHW29trpLmWXU/mHGnWgmwyOjpKIV8gurB2XkQXohQK9quoVxoDqBlnJqVk6oy9QGow3O4+n5dZmwsdQC6XZzEctyxydV3H7/PZbsuUyOYJtNkTZrqu4/N6SVtcZFPF41rZXWCjWV4nqtS8TCdWHNcI20dHicxWL3heTngmbKlHZjm6rtPd3c3CvL2NhHl8rWvVqdZ95ZjdYla7GEulORxINGjzGGtFXWGWydjqqWziLto+6sWwlVNLAH5m1fNDZT9L4NdoDf8CeIEbigr8zmIG5ouAjwohchgu1fdKKeuX07dAtQkn00l6m5hk5fT19aFpWnVhthBjcHCwqdTfkZERcrk8c7Mx+geqB/omkxmWFuO2FiHTahiOpBgetF+jx/zsefvqWx9L1filpLzZSyJT4JWvfHUplub2G69b89lGGqW7dJetLNCC3No1zExMMS4LeYT5f1KcI80UXC6nVPG8Qisa87VmhVl5ZubuPZUDs5cWE6RSGdvCTAhBX19fKbvSDvOLCaS0lpFpEgj4K25IapHOSrobsGS1BQKk6mUhFklJiaZpdWsUns2U5kM1YeaAxWxkZIRMKkMqlsIfqp1IEZ2LcMnzDtoeo79/gLk5e0vn/Gy0+Nnq16p5T2y2dV85ZreZ1caRUmkOd/OJBr7id5jfWY1MJoO7gfXZVfxMJpOxPD+qri5SypfaPgMHkFJWrK4qpfwe8L1WjGmKDple+R8jMil6epzJcXC5XPT29RJdrLyzji/GOP88e70AV1NuGaglzMySGnZa3Jjm8kYbNkspicSSliyCpQlegHKvTMCjrYqlWTspTYFlx8qp63qpQKYVCja//2yl5MKX5RazJP5AwLGsVPMaNF355ZjFNpsVZoODg7hcek2L2VQDc8Kkv3+A+ZkTtj9np1SGic/nJ5OzV4Q0lZMNCaa2YJBUnUr3pTEKkja/f0vX9lsWZtVdmR6Pp6nMVPP6C8+GawqzdDJNMpZsaG4MDAzw4EP1C6qWMzcXK322Gk617ivHFHmrN8Km9cmtN3+9md9Rz6KVTqcJNjCceeaVSn5Uw0pLpg9UePy+EOIS+6e4OVkWZitFh0ynmnItrmZwYJB4BWEmpSS6GLUca1INc5JO1anZZJbKsGMdKNVQijUmzFLpHLlcwVLKfqnq+CozVr1YGoBcFdN3LYTNelyS5tpGnS2Urv1yV2bG2TkRDBotwSpVPI/MRWjvaG/aPabrOoNDQ3WE2RLQmAisVWS2FnaKy5r4/X7SdoruAem8bEgsBEMhkmVzMFWQK0IJUmXvJaUk0LZ148vAiJ/zeL1r1gkTmU7S2dXV1L2h1kalHHO+NLKRGBgYYHEhRi5n3fI6PxvF4/HUnPtm7btMxpEcweJ35fB4PGv+pma81uqaYo1gfke9GLB0KtWQxcxT/EzKRskMKyvSIeC9wHDxcQXwEuDLQoj/a/ckNyN+vx/d5Vox4aQsUEinGmqtUY3BwUFiFYRZMpokn803LcxCoRCdnR11i2lOngnjcum2+rmZffaiceuqv5xYMfDaShCyaY3JNmASz+a2fqHL9aKiMEun6HJQmIERfxmdX7sQRecjDG9rruuGycjwCNNT1Re76akIPp+3ITdUX18f0XjKdsuyuUX7iRRen4+0zRizdLbQUEX+trY20mWhBCkpV9QrTMmVoi0YtN6L82ylq6trjWfFRKaaD33p7e3F5XJVDXkxMd9vJFlscHAQKaWtOLPZ2SiDgwM1RadplU2mqluerBYjN0mmsvgrWHvNUBWrLcNqYTVhLJlKran6bwVTmNVzlZZjRZj1AJdKKf9USvmnGEKtDyPm6922z3ITIoSgPdSOzJZlbRXNjnaKMtajv7+fZDRJLrvyBm5a0ZotZAtGkcJ6PTMnJ5YYGhqyZVVyuVz4fL5S9X67xOLW/57mBE9n7U+6dK6AEMKWMGski8jJzKPNitfrNSwEZa5Mkcs4ajEDo+FzvEIj8NhCrOmuGybDw8PMTkfIVxH701Nhtm0bbsjaYQqr+SrNzKsxvxCnq6uzaiX1Svh8PtJ5mxazXL4xi1kwSLLMxe8TYkXvT59YKdqCNpqkn630dHdXjTETmVTTsZe6rjMwOFBxo1JOdD6CEKKhzby5zsxMW3eJz87EGBysvZE3N92xGmuE1WLkJvFEhmBwrcV8efPe/H3Y/I56a0YymWxImJlFaZ0WZtuB8r9eFtghpUwCjZW73oSE2kMlMQaURJqTwsycRPGllTfw2JJ9l0Y1Rke3Mzm5VFM4TE2G2b7dfoeB9lCQWKyx//KoDYuZmXKfsBnkbHymQMBmrEuhUMDOdNOKnzkXaG9vX5kem0k7OiegaEkOx1Zcs/lcnngk3rQV2WR4eJh8vlC1TMDMVLQhtxAsz1u7CQBzC3F6e+3NeZ/PZ8uVmStIcnnZkMUsGAyucFf6NLEilMBXVgU9hbBdkuNspLu7G5GpfA+U6ZQjpZWGBocqelbKiS7E6OrubsgzYHpKZmeWhVmt9n1SSmanI3U9LKZ3KVIjDjng96wQ9wF/7fMPR1N0Vviblsq52LQeV8L8jlpxmJlMhmwu11Dlf3MDY2aSWsGKMPsWcKcQ4kNCiA8BvwS+LYRoAx6zfZablI6ODmTZhDN/dvJmY97AVwsz83mzTaHBiJFJJjKEw5XVeS6XZ3Ym0lAsTXtHR8OtZ6JFQWfFNWz+zRMZ+5Mukc5X3GHVopDPo9mQZpqoH4+wVWhvby8F/0spyadTjguzgYEBkFAoCxqOL8XBZsZiLUzL20wFd2YuV2B+Ltqwdc48R7txZvOLSdu/n9/vJ2VDmJluz0bqi7W1tZHK5y3VE0xKuaVLZZhUc2XKfI5CNuNItvLAwACxhdqLeGzRcC02Qnd3N16vh5npZXdprfZ94aUkmUyurjDzeDyEgkEWlqrPg4DfvULcB/y1rcWLS5VLLJmhNatr+jVCzELLMlNU+RuwmPm1FggzKeXHgD8AloAwRpmKj0op41LKt9s+y01KeyiEyC37u2ULXJlVhVk4jt/vd6Q4Y60FCGB2JkqhIBuyDrS3dxCONibMzF2UFWFWrSegFWLpPO024wLzhTx2NkIahpg7F+hob1+OMctmQErHhZk5L/JlwchOblZg2X0zO7M2dmd+zpgTdmIuyzGKdmq2XJlSSmYXYrZ/v7a2NpI2gqvNmmeNuDLb2tqQLPfBrEWqkD9nhFkhm0HmV4ajmO5NJ9z8AwMDZFIZMjXcfImlBAP9jQkzIQRDQ0NV14jVTE8boTFWNi79A/0N1fSrRKFQYHYhVtFqbv6dI6nm78Pmd9Ram6LFJuSBBixmfmHILEeFmRBiOzAL/AD4PjBTfG1LEQqFoDzGrPhzyMG4CXM3lYis3FEkwnF6+5wp2GkKrmrxA7PTjXcY6O7uJhxpLCtzKZLE5dItWSDNhT/awKSLpgu0t9sUZrn8iolQK/sMQEOsaaq7VTEsZsbvb3bGcHJOwHKx2nIrZCJsiJxmakKV093djcfjZnZ2rTCbK4q1RmM8dV2nt6eHmTnrN95wNEU2m7ctzAKBAKls3nIRT1OYNSKazM+k6gizvJRkC3JLV/03qZXBD87U9zOvidhS5eupkC8Qj8Sb2rRs2zZsOcbMFHBW1oxt24aZnHFGmM0uxMnnCxXHNf8flpLN34fN76j1f2cKM1Nk2cErjMzPegVsy7EyyrXAj4uPGzGq7f+k5ifOQkKhEPl0uSvT+UXI7XbT3t5OcpUwS0aT9FioiG8Fs5BtefxAOebC1Ih1oKenh8VwomoAdS0WlhJ0d3VbKvwaDAaNYrwNWMyimYLtXWs+n0cX1rLPAPRzyJUZCoWWXZkZ5+MuYVl8lbsyE9Hmi3WWo2maUdaikjCbaz75pn9ggFkbWW4zFupCVaLk5rcYW5MoWtcaCckwhdbqjclqzO4A55Qwq1CMHJyxmJkW5ES4skswGU0iC7KpmOTh4WHmZqOW7uUz0xFcLpel8UZHR5mdj5LONC+YJiarlwQx7wsLierjWOkUA7BY/I5a9xpTVDViMRNCENA1Wxazuml5UsqLVg1yKfCHts9uk1NagKQEIZDZNJqmOX6z6eruIhFdJcwiSbr3OlNJXdd1ent7qqZCz8/G8Ho9DS2ufX19SClZCifp6ba3A59bSNBr8UaiaRod7SEiKXuTW0pJNJmzXeIkXyis2KGY2WdgFLLtXBVXIDh3XJnlFjNaJMx8Ph8+v29Fv8xkNEkgEHC0knx//wALC2sLay7Mx9Cb7Ik7NDTE3Xcds3z89Gys9Dk7mAIrnskT9NYvcmyGAzSywTTdn/VcmedCOyaT9bCYmQIhHq58Dzdfb6Yt2rZt28jnC8zP1e4SA0bG8uDQoKWi2jt27EBKmJgKs3t7c5uqsWLZpx071iaqud1uOtrbWaohzKx0igFDmLWHgjUTKZpxZQIEWmAxW4GU8n7gMruf2+yYi02pNEAmTVsw6Hgh0e6ublKx8nppklTMmWwek/7+AearuFXm52P09fU1VRZgpoEYgrmFhC3Te3t7h+0Ys3ROks1bK2JbjlyVlVkr+wwMV2YjDdbPRkoLuiyUMpWddmWCYWkot0Imo0k6Op2rIQjGQrZYYcOytJCgq6uzqW4OQ0NDhCPJmjWcypmejTZU7qAUf2nRzW8lsLkaJYtZnWs9U7SoNVPx/mzBtIitTgCQ6ZRRdsmBTUtXsUhtNYuZGQrTjDXZdA9OT9VvmD4zFbVcT3Dnzp0AnBpfavTUSpyaWKS/r6+qtbe3t5eFRPX5ZnaKKWWAeirLncVEjp46Inc5+L+xFlB+IBatXZuuHLuV//+PEOJbGDFnW4rSYlNYdtuEQs5aBsCY2KmydOJsKks+n3e0NlRfX19Vi9nCfJz+BoNGS/VvbMTSAGSzeeYXY7asA+0dHcTS9lymjS5CBSltlcsAQ8ydC5Q2LIVCy1yZAF2dXSssZql4iq5O5zYrYCxkkchaV/ziYpyenuZiPE13y2SVEILVTM5E6OvttV3uoNSBYx2EmSm06pUTNC1q55YwWxVrm04SDIYcadWm6zqdXZ1rYpFNTMHmhDCrF2dWKEhmZ6xnLA8NDeHz+Tg51nwb61NjS+zaXb0lYk9vL0vJ6vdhK51iAJaS+bpla2KxGJoQeBq00/g1QdRhi1mo7OHFiDl7Y0Nnt4kp3bjKAp07O5xfgDo6Okgllid1Km787LQwW1qMV6y1tbiQaNgEPjAwgKZpTFXIbKvFzHwMKe25bYLBIImMPatUM/E0dtj6zZiWKbmFpURmWuPeN8eRZcUiM/G0o103oFjqQEJ0VQJLJJxqOpatJMymrc2NyekoIzYbpoP9bLRIKk/A72uo3lWp0HMdi1larjx+K6PrOm3BIGQqtO/r6nRsnJ7unjWxyCbJaAKXy9WU5bqzsxO/31c3M3NpMU42m7MszDRNY9euXZwcW2z43MBo4Tc5E+a8886rekx3dzdhR4L/83Vd0PF4HL+mNexB8wlBPG49BtVKjNlHAIQQIeOpdCblYpNREmZFMSOymZZYBjo6OshlckgpEUKUhJmT7qHe3l4KBUl4aaW5PZvNEwknGg4adblcDA4OcMaiVcBkctp+X7e2trZSRplVmslAs8O54cQ0WDEviu59KwkcjYxTvpFIJZyvl2aKmvAqF1EknGx6Y7Rt2zY0TXCmzAKxY6SLU+OLpZ93jBgWwEJBcmYmykXPtF9LsGQxs9j+KZLMNyxwzaK02TrCzHz/XBBmYFxHU6tjzDJpugYaK7dSiZ6eHhZOV7Y6JSNJurqb68kphGBwaKhi+ZhyzFpndjbVu3fv5safH6VQkGgNxmSNnVlCSuO7qtHZ2UkslWtqnIKURFPZuvM/Ho+vCWmxg08I4gnrdQ7rCjMhxDOA/wC6i8/ngHdJKR9p9CQ3IyUrixljlk23JJbG/M5CvoDu0skknHcPmcJrtTtzcaH5oNGRkVEmx5+y9RlzsbJT1Nbv95OyWfm/0ZpNmhDYDRmz2/j8bGXZkmy4Mp22YpWPY7oypZSk4853GDDjOCNlxZfz+QKxWPM9cT0eD4ODg0yUNUp/128dKgmzv33/K0qvzy/GSaezjDZgMfN6vQQCfpaS1uZGOJmjq7cxa6BdYXau9Kft7u5mcnySctu5yKYdjRPu6uoi8UgVV2Y04UiSwdDgEMeOP1rzGDO7344w27VrF6l01qhB1tvYGnp6YglYjlmrRHt7OxIjQ9lKIkwlkpkCUtZff1OpVKnnZSN4hCCVtl4D1MrqciXwASnlDinlDuBPi69tKUxhZraFKWRaK8xkMWA2XSwi6KT7zRRei6uqR5vCrJk065GRESZnIrZaEp2ZjtDV1WnLkuX3+0lm87Z6UqYbFGZC02xZwST2Y9LOVsotZjKTorOFwgyMeZFNZykUCo7PP1N8xcpiPKPFn51YVEdHtzNuoWjneFG8bd/eWDnInu7umtlo5SylCg27aZeFWe3jzjVh1tnRgcisLP4q00lHNxLd3d2k4qkVRZdNUtGUI+WVBgcHmZ+L1ayJNzcbRdM0W5t5M4vSLHfRCOOTS3i9npoJY+UZyo1ihr/UW5tSqRTuJhK+3EKQz+ct17+0IszapJQ3mU+klEeALZcXres6/kCg6MqUyHy+Ja5M8wIwhU0m6XymW0mYLa7ccS0tNh80Ojw8TC5XYNZGX8DJ6SjDw/bcNj6fDymNXn9WSeUatJhpGnacpgVwJMj3bMDj8SCEQMpCy9z7UGZJLhRIJ1qT/VmKzwqXCbOi9cwJS+COHTuYnA6TrWPpNYVZpTIAVujp7bNUWFNKyWIi27B1Rdd1NE37/7N35nGSlPX9/zzV9909587u7AnLfakLqByCCvFC1yQQ0aiJMYQkmmgOj1/iTRLigcYcCt6JeKMcAgJyI8LCCiy7LMfCXrNzX33f9fz+qHqqq3u6e6q765npnfm+X6957XR1dT/Vs/3U83m+56IWM3El7fTjPBrR2veZMuvLZajFxd1hrSA2CuYMfkE2mbVlIzE4OIhSqYx4kxZKM1Mp9Pf3tXS/EyEr43VqBlplfFLLBG0WNmFkDbfRuk+QsdiyrJDPw9nBbtylv7ZQaNzNwYwVYfYSY+wTjLFN+s8/A9jf9hV2McGgVstMWLNkBJGL9xS7FNF2w86A6mBQq8kyXyOe5uY6r6YuJt2EqbrzxuEY/D4X/D4XTtw6YMTSCManWu9D2E6T2lyxvewwRVFaKn+hckBZJcIM0EWoyoGlEGZl1ZgTdgszn88Ht9uNRKLiykwk7Eu+2bhxoxY/tkim2+Ej8+jpibV9f9HKBCxuJUgXVBRKakcV4l1OJxYbqaTPHZered/DlUIkEoFap6+y3RYzAMimquOEy6Uy8ll73KbiezHXZJM900YWfygUQsDvx0QHwmxyJo01i7hPjTWi1L4wy1kUZsViEc4O/CSigLmdFrP3AeiH1o7p5wD6APxpe5fX3YTDIS0rU48zkyHMhMWM6/E0hVwBXq/XVgsMYww9PbEFwf/xuQy8Xm9HIlDEGoxPVRaf9166zQhu/uSHL8J7L91mPJfNFZFI5loWZuLvZLXCOQAjJq1VYeYgi1lTnE4nwFWU83lpGa/mDYuwmNk9FmMM0WikKsYsoScC2LHQCQuYKIzZiEOjcWzatLntcfr7+xHPFFEqN99MzKS1Gk+dxJS6XC5DeDVC9FRfLcKsNlFMZGjaGX8pNgrZZPU9XAg1O76vIqSlUc1LQBNtrX5/GGPo7+/HzJz1YHcznHPMzKYXDblpZ/NeS14XdYslrpRKpYb9lBdr4QdUhJbVjjFNg/8ZYw4AP+Wcv97Sux3lhIJBvfq/PGEmRJGwyhVyRfgD9pcfiMViSCSqiwcmElnEOkzpjsVicLtdmJy25soUu6ZW290Y8QP5slaoxQLpgoqA399y1qDT6WxRmHG4VpEwczgcQLEEcPvjvgRGjKdasZjJmH/avKgsRMKtaYfFbHh4GE6nwwhcrkeprOLI+DxecdamtscZHBwEBzCTKWIw1DiuayZVNM5vF5fTidIi7XVKeoSm07loLtmKQAgwzlUwKHItZrXCTLf22hH8LwTXfANXppbZ3155pZ7eXszPHGzrurK5IvKF0qKeHTuEmfCyLGas4E1qXZpb+AHAA7/85YJzxIpkNTa76UzinJcZYxnGWIRzvniJ4KOcYDCoWcwkujJrY8yKuYKkulBRHB6ZRCBYuXEnEzlEItGO3ldRFAwODlo2U0+02YewnUbmyVwZoVDr/2cOpxMthLKhzAHfKrEOAMKVaS1Itl3MFjMRdylj/kWjMRwZnYY/oM2LRCILt9ttS3FUp9OJ9evX49CRxjWcxieTKJVUbN7cvsVMzKWZVHNhNpXSBFUnwszpdKKcbz45yhxwOhy2d0npVmoz+GUIs6WwmAUCAbjdLiP2uJZUModyWW1LBEajURzc/1xb1xW3GF4g1s1WyyqZEf0zrazBjb7di7XwM2M1mc2KaSEH4GnG2LcYY18VP5be/SjD7/drokxi7zen0wm32238BxVyRSkLUDgcRipVnZ6bStkTI7R27TqMT1krZzfRZtP0VgtpAkA8V0KsjWwlp8Nh7PqtUMbqsQ4AmhgXc0JWo2rDYlZWjUxlWa2fEqYCs1oNs4htomLTps043CQb7bAu2toN/AdMHTiSzds/TaUK8Pt9Hf0dXS4XFvGYogy+atyYgNmVKYqR25+s4nK5EAwFkauJMcsl7RNmWshLT8Pgf3G8HWEWiUSQqJO4YAXxusVcw+2Eu9SSLViLMWNoXL9ysRZ+ML3WqjfHylm3AvgEgAcA7DT9rDgCgUCVK1PWIuT3+w1XZilfRMBvvwAMhUJI10yMdMqe2lDr1q3DxFTSkll2bCKJaDTSssgVNwOrZQEAIJ5rb3fntLD4mFltwswcTyer7Y7I6FNVFYVcAQ6HQ0r5hWg0imQia9StSyZytmbTbdiwAbNzaWSy9bOvRsbiUBTWUk2/Wnp6euByOjGluyrX93jgcynwuRQcP+DD+h7tbzmVLGJoTWdFT11u96KbljJfXfPB3D8WAFCQs5GIxWILLWZJ+7KIAX2jEs/WfU4cb0cERiIRFItl5Bdxg9cjqRsUFvuMHo8HTqfTKHnRDumCCodDWfS+xhSl5VqXZsRLrW4ArVT+/x5jrF//fcX1yDRj/OdI7v3mD/iR1QPzi7miFMtcMBhEqVSuqoqczeRtGWt4eBjFUhlTM2kM9je/GY1OJFoulQFoZRoi4RDmLAozzjlm00Wc3UY8hNvjQbaFWVfG6qnZBFTv8mTNCcYYHA6HVscsW0AgEJDiGotEIuCcQ1W1G3IqmcPgQGuJKc0QRWNHxxM4dvPC7+KR8QQGBwc7+v5o4QQDmExqlrnLtw3g8Ky2mH3k4krR2ql0GVuP6eyzWbGYlfjqCfwH6vRVLhbg8XptF6exaAxj8fGqqvbZVBahcMi2saLRGA6P1F/WRfZyOyJQGAASyRz6e1vzCCVS1lzDjDGEgkGkWvCq1JLKlxEMBBe91zgcjpbikGsRr7WaNNbQYsY0Pq1X+n8WwPOMsSnG2Cc7uL6uRiw6XFWhKIq0m00gEDAF/8uJMauNZSuXVeRsEoGiMObhseZhh5xzHB6LN63e3Iy+vn7MZJq7awSiNEA7xXNdLhda2deVwFbVQmQWZjJrVSmKosWY5QpSEmKAys2+rGdjpVL2djOoNDOvH4M5PtV6Tb96rBlaa8SQ1UNVOaZThZZjO2uxYjErgcPlWj0WM4/Ho20iTH2VZWyuY7GY4boUZJOdtw8zE4lEjCLLtYjj7YxntD9LtO7OtBpjBugu0w6EWTJfQsRCT2yn09lSuEstZd5agkwzV+aHAJwD4EzOeS/nPAbgbADnMMY+3PYVdjFGyixX4fF4pQWzBvyBSh2znJxJLcSeqm93c1lN4NgpzEYWKQswM5dBNltoO55mYHAQsxlr+xSRgdZOzSa3241yCzVqSpyvKouZOStLZj9EzWKmoijJvQ+YhJleriaVzNnqglqzZg0YY3WTYzjnmJhKtVw6ptE4ohxGPeazJZRV3rEwc7vdlir/u12rZz4wxuAXYS8AUCxISlSJLqhjlkvl0BPrPCNTEIlEkEpm61b/TyVycDodbRkOREjJXAM3aTPm4hkEgwFL99hoLIZkvn1hlsipluKSWw13qUVcoR3C7D0ALuecG8VkOecvAfhj/bkVh2ENUFW4PfJuNJrFTAXnHOVSWYowE+9Z1i1mWRsL2fr9fgwM9DctCwBU+p21LcwGBjCdKhg700axNAAwnW5fmHk8HhRb2A0VV5kwu+CCC4zfZX5uw5WZl+PeBypuqHJZ1axzhZLtQdu9PbG6nTGS6Txy+WJHWZKCgYEBZArlhvE1Yj500n4N0ObGYtbkEgfcq6SBuUCLR65YzEKSSruUCiXDuwIA+VTeVotZOByGqnJjfTCTSuURCoXbMlCIUhft1DKbnc9aLoIei8UQz7XvZEzkVEt/T7fbDbWDArOlFi1mzc5ycc6naw9yzqcYYyvSj2MsOlyF2y3PZSNcmWLCyYjbMSxm+hhi4tm14G3cuAkjR15oes7I2Lx+bvvCrFBSkcqrCHkdDWNpAGAm3X5pALfb3ZIrs8j5qmk/A1S7L2VazBRFAeccpXxJWuJNtTBTq47ZRV9/P2bm5hccF4tUp2IJMLVdy5Tgdy+MW5nT54Mdwqy4yIJU4ByBVSbMgoEgMD0DAGDlkpSNhBAMqqrCoWj/x9m0va5MYUFO1XFnJpM5reh6G0SjUbjdLkzNWsveNzM1k8bg2mMtnRuLxZDIlrQ6Yy0KSM454tmipeQGt9sNa0E19SnxSoszKzQ7q1lTJ2sNn44yKsKMw+2Wpz19Ph+4yg3RJNNiJlyZWT1Wy64Fb+PGjRidSBguoXocGU+gJxZt28wvRNZ0avEpMZ0qwuv1tDWWx+NBwWLwP+ccRVVdVRYzszCT+bkVRTEsZrIEoLleWrksp15hb28f5uYXLnRzesJPJy3RKmNo79EoOUb00ux0LI/Hs2ivzCLkCvZuJBDwV1yZpaKkWpRa7KOq32NLhRKKeXt7cgphlq4prSSOtVv3kjGGNWvWYKKmrNJi7fs0d7/1Fn49PT0ollWk2+iXmS1qcclWMvndFmItm1HiHJ4W7p3NLGanM8bqFeRhAFbkLDQCuiW7qvx+Pzjn4Gp7TbetUBv8n8nYW019eHgY5bKKyekUhgbrB08eGY9jeP2GtscQbsmZdBGb+5p/5WbSRQwODLRldne73Zabpa+2hs1A9WeV+bmj0ShSmRSK+aK8jGi/H4wxzWJWltPho6enB08kFsbWxBP21aBarM5fPFuG2+XqWDD4fL5FNy1FsFUnzPx+v+HKXCphlkvb3/pJWIvrJQCkUvlFs+6bMTy8Hgde3FN17L2XbsPBEa2W3yc/fNGC18zOZZAvlIwkmsUwb1CCnta6scxmrG9etM17S29fRQFoSZg1tJhxzh2c83CdnxDnfEW6Ms3CzCWxLo9YdMSEk7EIicVGWLQyaXurqVeyz+oX0+ScY3wyZZQPaAchzKabBDkLZtJl9LfYbFfg9XpR0GP+FkNYD1arxazVdlet8IpXvAIMDMWCPGGmKAr8fh/UMjfiL+22WEciEWSyBZRK1aIpnrRvYa0Is/oWs2S+jHA41HECk9frRX6RuVEAl/b/1a34fD5DmKklOd/XWmEmesjaKczEe9WzmKUSuY7GWr9+PcanEigUrQfnj4zHjddaQbj0Zy2sEbW04u73er0o8PZj2Qpqa3NE3l32KMRcY0RmOYSlEGZerxdOp8Nw16SlCbP6ZQESqTzSmXxHGWjBYBB+v8+IH2vGTLrYdgaax+MBByzFmQnrwWqyECzVZ/V6vSgVSygXy1LHDAaDKKuq4eaXIcwAIJ6sXuwSqTy8Xq8tVke/3w+HQ9F6ydYhmSt33H4N0O5NKudN50Zeb+K8mjALM14uS7mHCzdjrcXMztZPRuu7mrIWqqoinc51NNbGjRuhqhxHxq13cxQJY1ZLLIlwFytrRC0zLSSM+f1+5Msq1DarzOY5h68FqyoJMxPmjAmZlazFTUxMOBnuIcYYgsGgMUYmlYeiMNtM7uFwGKFgEGMT9S1m47olrdPSAIMDg5hapPVMOq9lp7WTkQlU/j+sxJkJc/ZqWoiWym1r/pvKtMD4AwE9xkyOK1MIs2RN541EMmepZpIVjOKa+fq7+HShjJANC7i4X+QbzA3OOXJlOZnl3YwhzHQrioz7gVcvWivCUfJp+1s/+Xw+uFwupOp0ieG8M+uc6Ad7aKRx79haDh2ZQ19vj+XPGIvFtCQDC3HItUwmi3A5nZZizAKBADisrRH1yHLe0nzsOmGmF7U9whh7Uv95k+m5jzPG9jHGnmOM/Z7dY5stZjKFmdF+pixvUgNAMBQy3DXpdB7+QMBWV9TadWsx3qCZ+bhuSetUmK0ZGsL0IrshMSnbtZgttviYEefIyhrsRpZKhJr/pjL/vsGAtmGRlXwjFrNEjXsokbS3/VMoFEaqgcUsXeC2LODi/yHXIAazwLV2M6vNlSnu4cLFK+PzM8YQDAUNy24+a78wY4whHA4vsJiJmLNOLGZr166F2+3GwUXKKpk5ODKPTZu3WD6fMYahoSFMJFrPR5xIFjA0tMbSmij+5pl2hRla+3/rOmGm82XO+Rn6z20AwBg7CcA7AJwM4A0A/ocx1lq03yKYhZnMWBoRnyR2QrIsEqFgqMqVaXetnbVr12F8sn469PhUUm8d01nNpqGhIUynik1NyKKZc6uN0gWGMLOQACAWqNUkzIRw6bEhm7AZSyXMAoEAyqrWlsntdtu+CWtU9TzRQZZbPULhMNIN6pil8mVbXF7i/77RpkUcl1FgtZsxNiuq5M11MGgkiRUy9oajCCKRiNF+SZC0IR7S4XBg86ZNRrD/YhSKZRwZj+OYY45paZz16zdgLNm6K3MsUbKcnCb+DhmLSWK1ZFTe0nzsVmFWj7cB+BHnPK8Xvd0H4Cw7B1gqV6YhzHSLmaxA8lAoZIyRThVsjU0ANCE0O59GsU5w58RUCgMD/R3/HdeuXYtiWcVsE6vZRLJgXE87GLshC5Muo98k7f5bdjOBQABf+cpX8MUvfEH6OAKZwszn04P/y1wre2AzFWFWvdjFE/YXB03VSRVTVY5M3p7CueL/JKtyDLkc8DDAw4BNLieGXA5kuZwEim7H3CWm6rHNhIIhYwNfyBXg9Xot91u0SjQaXWgx0yv2d/p93bxlCw6OzFtKrDoyHoeq8pZb+G3cuBFTiTzypWq3frOC5IWSislk3nKNTSHMUmrrCQBlzpEpl1sSuczKH2wpYYx9GsCfAEgAeBzA33PO5xhj/wXgEc759/XzvgXgds75z+q8xxUArgCAwcHBV/zoRz+yNHapVMKBAwcAaLuSTtuZNCKfz+MHP/gBmMJw7jnn4phjjpHS/mliYgK33347PF4nzj3nXDgcblvawQiSySQmJiYwvDaCG2+6AwBw2R9onucj4wk4nJ2Pl81mceTIEQyG3fC5FPz01rsBAJe++XXGOdOpInJl1nZPzkKhgEOHDqHHocCnKPjFffdhdKpSW3ltfx/erle/T6kq4mUVmzdvbniDvPDCC3dyzre1dTGSaHdOLCW5XA4jIyMAtKwsWZbkqakp3HrrrVAUhtdccAE2bmivAHIzXnzxRYRDHtx9930AgEv/4E3Yf2gWPT09lmJarDA5OYl0Kon1MU/VvCirHIfn8ujv7+84g6/e3ABgzIe8yjFdLmPdunVN3XndOCeA9udFMpnEz372MzCHA+e++tWLfv52GRsbwx133gGny4nXXPAalAvltu9zjZiYmEA2m8ZvH3kYAPCHl74FyUQWszPppvc5K8TjcUxNTWHDuiicDs0O9JMbbgNQWSsEyXQBUzMpbNy4saXku3Q6jbGxMQxF3PA4q21N9dYLAMiXVIzFCxgaGrK0qRDaIOpQEKjxpjVbLwBNmI2XtBjo2g19o3mxLJ1nGWO/BlBP9fwTgK8B+By00IXPAfgSgPcBdctP11WVnPPrAFwHANu2bePmljLNmJ6exle+8hUAWhuad7zjHZZe1yoHDhzAzMwM3D43brrpJtx8881ShNm1116L2dkZHHvcIO67/y4ct/U0vPOd77Tt/Z955hlce+21+OhfX4CQX9tJnHmCZm7/xrd+iXPOu6Dj8WZnZ/Ge97wH79zWj7NOiOF2VXOdnpr/nXHOVXcfQnjd8fiTP/mTtsaIx+P46le/ijeH/HiV3wv3fHVCg3t+HkMP3AMAuCuVwYPZAm688Uap7m67aXdOLCXz8/P40z/9UwDAd77zHVutS2b+93//F9PT0/AH3Hjid0/gve95r+1j/N///S+O3eA35sVxQ/P48ldvxJVXXgm7/vb/+7//i1/84kZc+85jq+bFkfk8/vOXB/GRj3wE559/fkdjzMzM4Ktf/SreGvLjLNPcEPNhb66AG+MpfPnLX8bWrVs7+0DLQLvz4je/+Q1mZmbA/EHceOON+PznP4+TTjrJ9uv7whe+gLm5OfSt78PDTz4MlmJt3+ca8e1vfxs333ITthyjlY04+WUqbvrZbtz+y134xS9u7EiY7dq1C9/4xjfw//7mtTj1BM2jcXvNWiH4wS+ewO33Po8bbrihpTEnJibwZ3/2Z3j3WQPYdly06rl66wUA3P/CPG58dBLf/OY3LRlgisUivvKVr+B1AR8uDFYL8GbrBQCMFEu4cTaBT3ziEzj77LMtfaZlEWac89dbOY8x9g0Av9QfjgAwFzcZBjBq53WZVbrMchnCEqAoCtxut7Rm6X6/H6rKwTmQzdjfLF3Uf5mere6HlsuXkEzn2s6SNBOLxeD3eTHeILiTc47xRBEnnT3c9hihUAgOhwNJ3e075HJgrKS5ToecmstGkCyriIbDR5UoO1qIRqP42c80A7jd7hozwrJRLqnSXKaxWAzziXnj8bzu1rTLWgZofy+V8wUlM0TRWTuE7WJBz+K43W2tuh0RfsIlxwkHAgHDlVnMFxELdF6cuJZoNIpSsYxyWYVDt2olElmEw+GO56GoR3ZkLGEIs0aMTiSwdu1Qy2MODAwgGPDj0OzCWmyNODSbh9/vsxwD7XK5EA4GkSi3nv0p1pVW5n7XrS6MMfP/3tsB7NZ/vxnAOxhjHsbYZgBbAeywc+ylEmZiUucyOamlCIQQ41xrUmv3ItTT0wNFYZidrxZm4rEo/tcJjDEMD6/HWKL+hIhny8gWyhgebl+YKYqCWDSKhH4DfHMooAkypxPv7wnjzaGKoE2qHL02fC6iPg6HQ6ooAyrCrFRSpWUTxmI9VXXM5vUYHjuq/lfG0N4rnq0pZKu3Y7JjLLfbDY/bjWyD+MvsKoy5BExCjMuNE/b7/UZPZVk9ZMX3xNxeLxG3J4M4Go3C5/M2zN43MzaZxLp1rd/HGWPYsuUYHJpvQZjNFbBlS2shRD29PYbIagWxrrTSHq3rhBmAzzPGnmaM7QJwIYAPAwDnfA+AnwB4BsCvAPw159x6SWELLFXrmUrgKODxyhvHsAyUVRSL9hdBdDgciEYiRg9AwXzcvp6AALBueBjjDbJuhCWtE2EGaI2n4xYCOxOco8+GJtTE8mGeF/KEWcyYB0AlEcBO96xYUEVfTGMsXajZJQJDwaCR9FJLRuVwKMqqK5dh7hIDyBVm2jBaD1mZwqxkCp6Px7OIRjv//oiemZPTzYWZqnJMTafaTuDavGULRuYKRgmcpmNxjpH5vFFnzSq9ff1ItBGTn1BVMMZaivfsOmHGOX835/xUzvlpnPO3cs7HTM/9C+f8GM758Zzz2+0e27xblynMzO8ts0ZUxTKg3ahlTOpoNIZETZ81uxeh4eFhzKULC7JugEpGptXeao3o7+9H0sKci6uqbYKTWB7MIkKWoIhEIkil80Y7RTvbMQnEglrbLzOeLcHtctkWuhCORJBusOCluVYvTVY4RrdiCDH9P1iWh0V8P7nKpfWQFffpsun+mkrmbBP2g4NrMDmTaXrOfCKLYqncdnmlzZs3o1hWMWmh0OxUqohCSW1dmPX2ItmGMEuWVcSi0ZY8AV0nzJYbpscOyRRMTqfTmMh+n9yyAEBlJySlbUgksqCQZlKvUG2Xe0Psoup1AJhMFuF0Ojt2m/b19WG+VG6a1p1XOXJl1RYXLbF8LJUwA2AUeE6m8nC7XbaOV3Fl1ljMciVEoxHbxFIkGkW2UYyZqtoqNo8WDGGmynVlinVIs5iVpPbkLJfLxliJeNa2jfXAwACmZ9NN760zcxnj3HYQZS9G44sXmh2bL1S9xiq9vb1IlcootyjOEm1s5kmYNUC2ad7r0yac7HpNQGUnJENshkIhpNLVkyGpP7YrIFhkzdRruzGVKmJgoL/jYPy+vj6UOG+4AAEwXJ1kMTu6WYpCtuK7L+J2kum87ZYln88Ht9u1wGKWzJURi9mXZBAOh5Fu8FxG5QivQmFW68qUVfeyymJWKEjryckYMzbw+XwJhULJNsHd39+PfL6IdLaxaJqeTRvntoMIZRmLLx5nJsSb1Ubpgt7eXnAAyRZrmSU5Wo5LJmFWyxK13BFuBpmFGWtdmTImdSgUQipTPRlS6Tx8Pq9tNysxWWczC4XZbKaEgYHOugsAFbGVaBLcKZ5r9+ZBdAfmuS1r/glrcaXzRsH2zhuMMUTCC9syJfOqrWIpHA43jjGDve7ZowXj3ibZlVnVV5nL2Vw7HA6EQsHKJsLmUBRxv5yZbezOFBazdr0RPp8PvT0xjDdIEjMzniggFo22vMZbWSPq0U74CwmzGjbo5k07s6fqEQxoN2mZwkxM4rJEV2YoFEI6U6iqKJfOFGxtGxKJROB0OOpW/5/LlG1xLYr3aJYAQBazlcFSdBgQ339R6iCdLSAYsj9zMRyOIFlrMcurtmZJRiIR5MoqSnWsyekWW82sFCoWMxWKokjLJK4SZpAXYhOORCrCzOZ4SHFvFeKrHjNzaXi9no7Ww3XrhjFRJ9yllolkEWvbiEm2skbUIsJfWt3ML0sds27ms5/5DMbHx3HcccdJHUe4OmT2mKuNMZMxqQOBADjnUDmHortp0pkCQkH76hopioJoNIJErlqYqZwjkS3ZUhtKTDorFjMSZkc3S2ExE2MIi1kmW8SaHvvHCoXDSCTG4DJtsTOFsq11xYTwqi2ZoXKObIutZlYK5pgyp8TSSksmzEJhzMxMAADSKXubpRsWs7lGDnFgdi6D/r7+jlz9Q2vX4uEXnl30vMlUCWef0XpHGhH/Nt+CxWxOj9trNXaOhFkN0WhUWsVxM294wxvg8XhwzjnnSBtDTGLZrkxAi6VRFG3XmEoXEAzZK15iPT2Ip6rrCafzKlTObfn/isViUBRlUYtZOBSSFuhLLA0ejwcnnngipqambG9vIxCCr2xYzOSUOgiFQhgvqoh4NGVWUjnyxbKtglMIs3TN3MhyDo7VV1wWqBZmLucSCDPJzdLD4bCxiUjZLMxisRicTocRR1aPqZk0+gc2dTTOmjVrkMwVkS2q8LnqOwPzJRWJbLGtshyBQAABvx+z5WoLdbOC5HO6iGs125SE2TJxzjnnSBVlgClwtOaxnYibdqmswuWqCLOBtfa6N8LhCKZnR+B1VHZUIrbGjh27w+FALBJBPNv45pEoq+gfoviyox3GGL4guSG7EGGirlI2W5RinfP7/ciahFm2oC0EdlrixRyvrf6f0T/banRlml2XMjdqorSSsJjJKuMUDAaNMTJ6Vr1d3yFFUdDf34/J6VTDcyZn0jjx1M56U4skselUEetj9f9OIoGs3bIc69atw8zB/VXH3hwKYKyorUXv76meCzO6iGu1ZzTFmK1gHA4H3G43CnlNzcsUZlVVo1M522/WoVAImUL1wiCEmV03kP6BAcw3s5hxjn4b2kwRKx+XywWn02EIs1y+KC2UIFuo7OAzRftrFhptmdRaYaZWPb/aEILM5V46V6bM1k+G213PqrdT3A8NrcXEdP1NbyqdRzqTt9SzshnCXTjdpJbZTKfCbHgYMy3E/k+XVYQCgZbnCAmzFU4goN2gFYVJWRiEG7Gk3zjKZRWpdN52d3AwGES6UG1CzhTsF2aJJiVq5tsI4iRWJ4xp803rVculdRnw+XwolFTDKp7TLWYyhFm2jivT/Pxqw6ULM5kWM/HeSyHMONe+q7lsAV6vx9aEhqGhIYxPJevWMhPtmlq1KtUixNZMurEwm053JszWr1+PeKmEnIUOAwAwWS4bCYWtQMJshSNu0H6/X0p17tqq0aLCud1ZrcFgENl8yZz8iYzNbpv+/n7Ml8pQ69w8cqqKvErCjLCO1+OByrlhNZNlMQNgfGezRbXquB2I+VVb408kA8hMYOpmhEjyeuQVIzeEmeRm6WbXezZrf4eB4eFhZLMFxBO5Bc+NTWjCrNPuLZFIBG63CzN1svcFM6kSXC5n2+EvoijtVGnxbpCcc0yVVRJmxEKCQbnZnz6fDz6fF0VdmM3p/QHtFmZ+vx8cqBJNwm1j1yLU39+PMucLXDZAJROHhBlhFY/HA65yiK+TjEW1kmSgu6EkCDOPR7Oe1FoJcvpclFnyp5sRosnjkWcxY4yBMWZYzGRZ58yFbHO5Inx+e4WZEF2jE4kFz41OxKEoSseuTMYY+nr7MNvEYjabKaGvt7ftguRCmE2UGos/QULlyJbVljsMACTMVjxCkMnc1fb09BiuTCHM7ChhYaZSF6pyTFjM7BRmQP06NeIYtWMirOJyu6FyDq7Ka3RtzAtdMwn3vp1iiTGGgM9nCDGBEGqrVZgJC6jM9n2A9veX+R0CzNmfHPlcCV6P/RYzoJEwS2DNmkFbivT29fdjPtvYmjWXKaGvv/044YGBAXjcbkxYsJgJ8UbCjFiACMIPSShuKejp6TVqpc1LEmaGZcC0OGQLKtwul21Vt5tVdqYaZkSruN1ucA4jrkbGorrAYmbzZkXg8/uRrxFmec7hdrmktSPqdry6BVSWe1Fgtu7IGqtKmBXsd2X29fXB7XZjrI4wG5tIYt26YVvG6e3txVwTYRbPqR2tTYqiYMOGDZgoLy7MJnXxRsKMWMCWLVsAAMccc4y0MXp6eirCzOZ2HoLaWBpAsw7YuQAZwqyOxSyhqmCM2S44iZWLy+XWA6q1xzIETGVeaI+Fxczumml+n6+uMPNJthZ1M0LMyBZmTKnEBku3mHGOQr5suxVQURSsHRrC+GSy6riqcoxPJTuOLxPEYjHEs8W6SQacc8xnih1vrjdu2oQpC5mZk6UyIqFQWxUKVudWZxXx9re/HW95y1uk9XIDtKBLUS4jkcwhFAzavggJl43ZmJUuqAgG7W09wxhDqo4wS6lcyuciVi4Oh0OzmEFeo+vKvKhYzPx+n+0tgnyBwILK/wXO4fWRMJNuMWMV+4ms+7j4DFzlKORLUj7T0Nq1OLT/GYRDlfeeT2RRLJbbKvhaj1gshlKZI1NQEfBUz4FsUUWxrHZsNBgeHsavSyXkVBXeJrFq02UV649t3VoGkMVsVSBTlAFauryqWwZS6QJCYfvT5416aabFIZ0v21ovzeFwIBQMIlUn+D+lqoiuwtYzRPs4nU7pFjNDmHEhzMoISoj58nq9qA2pLnAOn9f+EiBHC0ZWpmSroXBlulyutoPWF8MoZMs5CoWyFGE2MDCAqZrq/9MzaeM5OxCiK5Fb6GoUxzpNTBNlPWYXac00w3nblkASZkTHmBs2Z7IF+P0SegKK1k8mE3WqwBGyuZBtNBJZ0HoG0Jo1RyU3tidWFobVSv/OylhUvV4vFEUxkmIyBRUBCYk+jYSZZxW7Ms2liGQi4r1kbrCrLGaFkhSXaX9/PwqFUlUx8pn5jPGcHQjRVdtXGQCSujDr1GImrHvNhFle5UiXym1nmpJfhugYY7elcuTyJfgD9t+ovF4v3C5XlcUsVbC/gXI4GkVyYhy1Fd+yANavwtYzRPtUXJmVx3bDGEPA74Na1upDZYoqAjH7hZnH40ERgNk+VuRAUELR3KOFSy+9FBs2bMC5554rdZyNGzdidnZ2aVo/6a5MGVZAIZpKJRUOh7ZJmbe5vJJYD+pZzOK6WOt0zRDFaeebJADMq+Wqc1uFLGZEx9SawWXcQBhjCIVChjDjnCOVK9ne+ikcDiNb53hG5auyJyDRPhVXprwYM0Cz2Ij9Sq7EpZSv8Hg8KNQEVBchP76qmxkYGMAll1xie83GWpai9ZNhMeMchUJRyv9rbZcYQItJVhTFtu4RFVemPIuZ3++H3+czalvWo9O6lyTMiI4RNw6uAsWyKm1nF4lGDGGWLaooq9x2i1koFFrQrJlzjmzZ3ng2YuXjcrm0yv/610nWvPD7/ca8yBW5lNZPHo8HRXWhMJMdX0VURJPHLU8EizHKZRWqyqX8v1b6Kle+R8l0HqFQ0DY3fzgchsKYIcLMxLMlMMZsWTN6e3rqZu8LOi2vRMKM6BgR+8DBUSyq0mIhwuGKMEvqDczt7tMXCoWQrdkJ5TiHitXbeoZoD5/PB65WCszKEjFer88Qf/mSnJ6cXq8XhZqFqMhJmC0FRocBrzxhJqy5ZYk9OY04YdP3KJUp2HpfdTgcCIdDiNepZZbIlREKBmwJKejt70eiSb9MIdraLa9EwozoGEOYqRzFUlmaMAuFQhCbrbQuzOy2Ymlj8KqenKJMAFnMiFYQliyxEMkKEvf6fEbmZ76kSllUvV4vOFA1L/JczlhENUthMWOMQVEUqcLMqLln2vhmbBZmABCNxhDPLnRlxrMl29zOPT09SDbpY55UOcKhUNvhCyTMiI4RQkzlQEm2MNNFUjpvbwNz8xhAdfancG2SxYxoBfF9KRblfFcFHo8Hql4trVCUU+pAWMbEloVzjoIklxdRzdKV5WAol+QJM5FBbE7gymSLCATsnRexnp6G5TJiPfZ0bunp6UGqXK5byBYAUmW1IxFIwozoGCPGjHMUi3KC/wFRL03btacL8lyZAGB22mR1iwdZzIhWEEHG+UIJoVBQSlYmYGr9pMsmGYuqcI+KNbUELdlHhtuUqEb8f8rMygQAxioWMxkikDGGQMAP1SzMckXbk1VisRjiuTrdW/KdiaXaMcqcI9tImHGOng46DJAwIzqmKitTojAzt2WS1ROwYjGrHMuoZDEjWkcsAsViWWorr0pPzspjuzGEmf5YZGiSMJOPuL8yVlvEx140VyavGtNuAoFAVYxZJmO/MItGo0jUtGXinCOeKdnWKlC8T71i5ACQ4p2VACFhRnSMIczKHOWynOBjoBKjo3IgW9QsZnZPaqNYrimaRuyK7LbOESsbkZFVKJbRY5MLpR6aMONLKsxy+oIku7gqUamFZVc/yUaYY8xkba6DwZAh/jjnSGXytt9Xo9EoSipHtlgRgLkSt6Udk0CIrmSdzEzOOVLlckdjUYFZomPEzbmkF9yTFQthCDN90jkdDttvIPVcmWQxI9qhr6+v7u9243a7oQJSy3IIYcY5Bxgji9kSct555+H000+XvjE0l6yQdQ8Ph8MYOazdXbM5rQuA/cH/UQCVzH0ASNpUXFYghFmqTi2zHOcocd6RxYyEGdEx4uZc1ANHl8Jili+q8ElooGxYzEwW6hxX4fV4qIE50RKBQADbt2/H2NgYXve610kbx+Px6K5M7UsrQ5gZYQT64xwni9lSshTxrWZXqSxXZjgcNixmyZTWrUJGLUoASJkSAFI2Z/EL8Zeu21eZV53TDrTSEB3jcDjAGENRkntRIHZxKufIleRkhHk8HricTpTVyqTOqhxBmzOHiJUPYwzvf//7pY8jhJhYI2QsqsamSH9MFrOVh9liJq1IeCRieFbiSU2Y2eVeFAhhJhLEtN/Vquc6JRjUknlSdVyZ4hjFmBHLjsOhGBYzafWaDGGm1WuSZW4P+P1Vrswc51IaQxOEHYhFVJQhkCrMROsn/RdZmzBi6VkKYRaLxcC5Fo4ST8gRZsLrIRLEtN/tNRowxhAJh+sKs7QNFjMSZoQtOBwOw2Ims14ToNdQKnF4PJKEWSBQ7cpUSZgR3YvRTofLE2bGpkhPismTxWzFsRSuTJGdXCqpmNMbmNudsSzEl1mYZQv21xKMRqMNXJmq8Xy7kDAjbMHhqHjFZQszles9OWWldAeD1RXOwcgyQHQtQjQJi5kMa4eiKPDp1f+BijCjebFyWAqLWUWYlTEXz0BRFNtjzMR30pyVKUSand6cSDSKVJ06ZmlVBWOsI7dp1wkzxtiPGWNP6j8HGGNP6sc3Mcaypue+vsyXSpgwF8+UFahqFLIFUChzabs6fyBQVS4jB04LENG1GBYzfR2S5eL3+Uw9OTkHY4xaMq0gREyUoijSEp1ECZliWbOYRaMR2wsvu1wuOB0Ow30JaOWVFEWx9fsaiUSQqXM8rXIE/f6OPlfXBf9zzv9I/M4Y+xKAuOnpFznnZyz5RRGLIr6ETqdDmnujqsOAKm9XFwgEoKJi1s+pJMyI7kUIsZLEGDNAE2a5+XkAQF7l8Hm90oueEkvHWWedhX379knNPq9yZc5n0dtrfxkZ0WGgymJWVBHw+239vkYiEWTqlMvIqBzhaGfGia6zmAmY9he8DMAPl/taiMURdZrCoZC0m7U5+6xY5nKFGa8UQcypKpUFILqWisVM+87KrCMo7Mg5rgkzYuUg7qcyxbZfF0eaKzNrWNBkjFMbYxYI2HsPD4fDyKsqSjXuzLSqItxhQkPXWcxMnAdggnP+gunYZsbYEwASAP6Zc/5gvRcyxq4AcAWgVU2+7777ZF/rqufCCy/EKaecAo/HI/Xv3dvbC6eD4dxzz4M/GJIy1tq1axHr7UVBYRh7zWvw1mIZ4XD4qP4e0ZxYueTzefT29kJhDBedey4ee+wxKYvrmWedhfn5eRQYcMK552Gry3XUf49oXlRwuVzYvn07GGNS/w59fX1gDDjrlechGJJzD3/NBReClQt44EFNIrz8zPOwSbH3++rz+bB9+3aMOx0o3H8/AGDs/AuwrVSG2+/vaCzWqDu6TBhjvwawps5T/8Q5v0k/52sA9nHOv6Q/9gAIcs5nGGOvAHAjgJM554lmY23bto0//vjjtl4/sZBMJoOHHnoIxx57LLZs2SJtnEsuuQRRr4ISZzjvtRfjr/7qr2wf44c//CGuv/56bHI5cVkkiM9Pz+Ov//qv8cY3vtHS6xljOznn22y/MJugObGyOHz4MP7yL/8SLoWhDIabbrpJijC76qqrsPPRR7HO6YCTAcqmLbjmmmssvbbb5wRA8+KOO+7Af/7nf8LtduPnP/+5tHEuu+wycLWAbK6Ed73rXbj88sttH+NTn/oUZg/sgduhzYOiyhFZfyI+97nP2TbGQw89hKuvvhof6Anjl0kt2uz9PWF8YSaBMy+4AB/60IcWfY9G82JZLGac89c3e54x5gTw+wBeYXpNHkBe/30nY+xFAMcBWL0zqYvw+/24+OKLpY+jKAwqtOB/l8slZYxKMU1OFc6JrsdcLsPr9UhzRfl8PnCjXAbQS3NiRSErNKQWp9OJpC5kOinC2oxgMIhDBY4enzYXUgWOYZtbWomsy2yNcSujqh0nwHVrjNnrATzLOR8RBxhj/Ywxh/77FgBbAby0TNdHLBOMKeAcKJTK8rIyza2fSJgRXY65jIzMLEm/329kZRbAqIbZCmMphZnQMnYXlxVEo1Ek9P6YgNYr0+6yHKIsVNZUy6zIOYpq5/0/uzXG7B1YGPR/PoDPMsZKAMoAruSczy75lRHLiqIoUHkJnMvNygS09jN5lYQZ0d2YBZKswH8xjtGSCZyE2QpjKYWZwG6xJIhGo8gXy0YSV7ZQltZhwGwxEx0xVqQw45z/SZ1jNwC4YemvhugmFIVBb7Um32IGspgR3Y/Zpe+VKJaEEOPQy2WQMFtRiAzJ008/Xeo4SyHMhItUKyHDqo7ZhdjA50xtmbI2FV7uSmFGEI1QmLIk9ZoArVQGtZ4huh3GmGZJVlX4fPI2EMIax8FRUOX1qiWWhy1btuC73/2uNLEkWIpi5Ea9NJOb0e7SHKL0R67KYmZP6ycSZsRRheJwGJNN1sJgxOwAKJAwI44ChDCTadkVc0DlQImTxWwlIupRysQszGR9X8XnKJXlCTNFUeD1eAz3JQDbksW6NfifIOqixZhpv8taGCqWgYowo9YzRDfjcGi3cpnCzOjJWfOYIFrBLMzM/TntRAizospR0q1Y/f39to8T8PurLGZ29ZAlYUYcVZgnsmxhZraYkTAjuhm/P6D/uwTCjMu1WBMrG7t7Y9bD7/cj4PejVOYoljn8Pq+Utnr+QKDGlUkWM2IVspTCjHOgyAGP2009AYmu5pJLLsGawQGcccYZ0sYgixlhB5s3b16Scfr7+1HUhZksF20gGJTiyqQYM+KowrzbktVY3GiWDo4i52QtI7qeyy67DJdddpnUMSqFbLXHJMyIdvjgBz+IY489FkNDQ1LH6R8YwNiRQ/rvg1LGCAaDiIPBrRdeznEORVE6NhqQMCOOKpZCmCmKAsaY4cr0kjAjCFNSjLYILVXdK2LlYbW9XSf09fWhWOZgjEmJLwO0NSgHDjETciqH3+fr2MNCrkziqMLsypQlzMQ4IvifLAMEYY4xq35MEN1IX18fVA6UVW57RqYgFApVVf7PqNxo1dQJJMyIowqzxUzmjl1kfxY4l1q0kyCOFsR8U2seE0Q3ImqZ1f5uJ8FgEFlR8RxAlqskzIjVx1Jk9ABmixngo6r/BGEIsTJlKhNHAeZK/7KEmSiQK+ZEhgMRG1o/kTAjjiqWUpip4NSsmSB0zIWXgepWUATRbZg7GMjqMCDGEHMize1pM0XCjDiqOPbYYwEAL3/Zy6SO43A4NIsZNWsmCACVHodiESKLGdHNmF2KsoSZsMqJuMtU2Z5m6ZSVSRxVfPCDH8SVV14p3XKmWcy0Ss4U5EwQWk9OxhhUcmUSRwFmYdZp78pGGM3SwaFCc2na0SydhBlx1LEULhQRY5Yvq2QxIwgdhTEjnoaC/4luxnzfltURQ8SulXnFamaHMCNXJkHUQVEUlKlZM0FUwfRyNYqiGK5NguhGzKWVZHlYfD4fPG43yuAo6cLMjkQDmlkEUQdhMQPktX4iiKMNRS+c6SFrGXEUsGbNGgB80fPahTGGnp4exCcmUGbaOHbUTCNhRhB1MO+wSJgRhIawQpAwI44GvvnNb0ofo6+/H7MT4yhxbdNih8WMXJkEUQezGVxWfAJBHG0YwowC/wkCgCbEygDK4Aj4fLbMDRJmBFEHspgRxEIUfV54KFOZIADowkwP/rerkC0JM4KoA1nMCGIhojmz10fCjCAALQuTAyhyjphNPTlJmBFEHcwWMxJmBKEh5oXPR3OCIIBKeYwiyGJGEFIhixlBLMSwmJErkyAAVNcts6MdE0DCjCDqQhYzgliI2LCQMCMIDXO7JzuKywIkzAiiLmaLGQX/E4QGZWUSRDUymqWTMCOIOixF1WiCONoQ80K4NAlitWPuyWn+vRNImBFEHczCjCAIDTEvOJdXTZ0gjibMPWNJmBEEQRBLirCUkcWMIBZilzCjlkwEQRAEQRBtcvXVV2NychIbNmyw5f1ImBEEQRAtQRYzgqhwyimn2Pp+5MokiDps2bIFANBjU/ozQawE1q1bBwAYGhpa5ishiJULWcwIog5XXHEF3vSmN8Hlci33pRBE1/DP//zP2L17N0488cTlvhSCWLGQMCOIBgwPDy/3JRBEV+FwOHD66acv92UQxIpmWVyZjLFLGWN7GGMqY2xbzXMfZ4ztY4w9xxj7PdPxVzDGntaf+yqjIAeCIAiCIFYYyxVjthvA7wN4wHyQMXYSgHcAOBnAGwD8D2NMVPf8GoArAGzVf96wZFdLEARBEASxBCyLMOOc7+WcP1fnqbcB+BHnPM853w9gH4CzGGNDAMKc899yrbLh/wLYvnRXTBAEQRAEIZ9uizFbB+AR0+MR/VhR/732eF0YY1dAs65hcHAQ9913n+0XShBHEzQnCGIhNC+IbkSaMGOM/RrAmjpP/RPn/KZGL6tzjDc5XhfO+XUArgOAbdu28QsuuKD5xRLECofmBEEshOYF0Y1IE2ac89e38bIRAOtNj4cBjOrHh+scJwiCIAiCWDF0W4HZmwG8gzHmYYxthhbkv4NzPgYgyRh7pZ6N+R4AjaxuBEEQBEEQRyXLVS7j7YyxEQCvAnArY+wOAOCc7wHwEwDPAPgVgL/mnJf1l/0lgG9CSwh4EcDtS37hBEEQBEEQElmW4H/O+S8A/KLBc/8C4F/qHH8cgL0NqQiCIAiCILqIbnNlEgRBEARBrFpImBEEQRAEQXQJJMwIgiAIgiC6BBJmBEEQBEEQXQLTOhytXBhjUwAOtviyPgDTEi6Hxlkd42zknPfbfTF2QXNiyceicbp8TgA0L1boOEs5lm3zYsULs3ZgjD3OOd9G49A4SzHO0cBK/JuvtM+00sY5Glhpf/OVNs5SjmXnOOTKJAiCIAiC6BJImBEEQRAEQXQJJMzqcx2NQ+Ms4ThHAyvxb77SPtNKG+doYKX9zVfaOEs5lm3jUIwZQRAEQRBEl0AWM4IgCIIgiC6BhBlBEARBEESXQMKMIAiCIAiiSyBhRhAEQRAE0SWQMCMIgiAIgugSSJgRBEEQBEF0CSTMCIIgCIIgugQSZgRBEARBEF0CCTMdxtg1jLErl/s6CGK5YYy9lTH2o+W+DoLoFhhjg4yxvYwxz3JfC7HyWRXCjDF2gDGWZYwlGWPzjLGHGWNXMsbMn/8LAP6JMeZu8j5/xhh7Vn+fCcbYrYyxEGPsVYyxBGPMYTr3Gw2Ofd30+ALGGGeMfcTuz0wQzTDNiZTp578AgHN+M4BTGGOnLfIef8IYe5oxlmGMjTPGvsYYi9accxxj7KeMsWnGWJwxtosx9neMMQdjbJP+/U/V/PyRvE9OEI1pMC/Wcs4nANwL4Iomr/0uY6xQ89qnas4J6Mdvszq2/Z+S6HZWhTDTuYRzHgKwEcDVAD4K4FviSc75GIBnAby13osZY68B8K8ALtff50QAP9GffhyAA8DLTS85D8BozbHzATxgevxeALP6vwSx1FzCOQ+afj5geu6HaL4I/T2AfwfwjwAiAF4JbW7dJTY3jLFjADwK4DCAUznnEQCXAtgGIGR6u2jNdfzYxs9IEK1SOy9G9ePXA/iLRV77+ZrXnl7z/B8CyAO4mDE21MLYxCpiNQkzAADnPK5bBP4IwHsZY6eYnr4PwJsbvPRMAL/lnD+hv88s5/x7nPMk57wI4BFowguMsQEAbgA/rjl2HHRhxhjzQ5ukfw1gK2Nsm60flCA64z40mAuMsTCAzwD4IOf8V5zzIuf8AIDLoImzP9ZP/QyAhznnf6dvfMA5f45z/k7O+bzk6ycIu3kUwBbG2MYO3uO9AL4OYBeAd9lyVcSKY9UJMwHnfAeAEWiWLcFeALU7HMGjAH6PMfYZxtg5dWINHoAuwvR/H9J/zMf2c85H9Md/ACAF4KcA7gDwng4+DkHYzV4Am3QRVsurAXgB/Nx8kHOeAnA7gIv0Q68H8DOZF0kQSwXnvARgHxqvEU1hjG0AcAE0y9v1oHs+0YBVK8x0RgH0mB4nAUTrncg5fxDA70NzTd4KYEZPGBAxZPcDOJcxxqCJvQcB/BbAK03H7je95XsB/JhzXgbwAwCXM8Zcdn0wgrDAjXrMpfj5c9NzSf3faJ3X9QGY1heqWsb05wGgV3+8GNM113Gi1Q9AEBIwz4sba55ruEbo/EPNd/l7pufeA2AX5/wZaKECJzPGXtbC2MQqYbULs3XQYrwEIQDzjU7mnN/OOb8Emph7G4A/AfB+/elHAAQBnALNOvagbkE4bDom3JjrAVwIbdcEADdBs0A0cqMShAy2c86jpp9vmJ4TMWDzdV43DaCPMeas89yQ/jwAzOiPF6Ov5jr2Wv0ABCEB87zYXvNc0zUCwBdrvsvm+OH3QL/n67Fj92NhfHGzsYlVwqoVZoyxM6EJs4dMh08E8FT9V1TgnKuc87sB3ANNdIFzngPwGIC3ABjinD+rn/6gfuw0VAL/3w3tb38LY2wcwEvQhBmZtolu4UQABzjniTrP/RZaAPPvmw8yxgIA3gjgbv3Qr6G57AniqEffiBwLC2tEnde+GsBWAB/XM5jHAZwNzVNSb4NDrGJWnTBjjIUZY28B8CMA3+ecP216+jXQYmTqve5tjLF3MMZiTOMs/fxHTKc9AOBDAB42HXtIPzbOOX9RP/YeaIHRZ5h+/gDAmxljvZ18PoKwiYZzgXMeh/b9/U/G2BsYYy7G2CZo8ZIjAP5PP/VTAF7NGPsCY2wNADDGjmWMfb+2rAZBHAWcBW2zcrCN174XwF0ATkLlnn8KAD+0zQxBGKwmYXYLYywJzbX4TwCuAfCn4kk9dfkkADc2eP0cgD8H8AKABIDvA/gC5/x60zn3AxhAtRXuIf2YcGO+EsAmAP/NOR83/dwMLbD08s4+JkFY5paamkm/MD13OYBrG72Qc/55AP8PwBehzQdRFuN1nPO8fs6LAF4F7fu+hzEWB3ADtPIySdPbzddcx9/Z9xEJwjbeBS2jshkfqfkuTzPGvNAylv+z5p6/H9omhsolEVUwzvlyX0NXwBj7EoAXOef/s9zXQhDLCWPsEgDv5pxfttzXQhDdgF7u6H4AL9PDVghCGiTMCIIgCIIguoTV5MokCIIgCILoakiYEQRBEARBdAkkzAiCIAiCILqEFV8/pa+vj2/atGm5L4NYRezcuXOac96/3NfRCJoTxFLT7XMCoHlBLD2N5sWKF2abNm3C448/vtyXQawiGGPt1DlaMmhOEEtNt88JgOYFsfQ0mhfkyiQIgiAIgugSSJgRBEEQBEF0CSTMCIIgCIIgugQSZgRBEARBEF3Csgozxti3GWOTjLHdpmM9jLG7GGMv6P/GTM99nDG2jzH2HGPs95bnqgmCIAiCIOSw3Baz7wJ4Q82xjwG4m3O+FcDd+mMwxk4C8A4AJ+uv+R/GmGPpLpUgCIIgCEIuyyrMOOcPAJitOfw2AN/Tf/8egO2m4z/inOc55/sB7ANw1lJcJ0EQBEEQxFLQjXXMBjnnYwDAOR9jjA3ox9cBeMR03oh+bAGMsSsAXAEAg4ODuO++++RdLUEcBdCcIIiF0LwgupFuFGaNYHWO8Xoncs6vA3AdAGzbto1fcMEFEi+LILofmhMEsRCaF0Q3stwxZvWYYIwNAYD+76R+fATAetN5wwBGl/jaCIIgCIIgpNGNwuxmAO/Vf38vgJtMx9/BGPMwxjYD2ApgxzJcH0EQBEEQhBSW1ZXJGPshgAsA9DHGRgB8CsDVAH7CGPszAIcAXAoAnPM9jLGfAHgGQAnAX3POy8ty4QRBEARBEBJYVmHGOb+8wVOva3D+vwD4F3lXRBAEQRAEsXx0oyuTIAiCILqafD6Pffv2oVgsLvelECsMEmYEQRAE0SLXXXcdPvShD+FHP/rRcl8KscIgYUYQBEEQLRKPx6v+JQi7IGFGEARBEC1SKBQAAKVSaZmvhFhpkDAjCIIgiBYRsWVCoBGEXZAwIwiCIIgWyeuCjIL/CbshYUYQBEEQLVIsaIKMhBlhNyTMCIIgCKJFCkWymBFyIGFGEARBEC0igv5JmBF2Q8KMIAiCIFqEhBkhCxJmBEEQBNEixaImzEolatlM2AsJM4IgCIJokbJuMROxZgRhFyTMCIIgCKJFSmVNmJXLZDEj7IWEGUEQBEG0iKoLMhJmhN2QMCMIgiCIFimrKgBqyUTYDwkzgiAIgmgRYTFTdYFGEHZBwowgCIIgWsAsxkiYEXZDwowgCIIgWoBzbvxOwoywGxJmBEEQBNECZjFmFmkEYQckzAiCIAiiBchiRsiEhBlBEARBtACJMUImJMwIgiAIok3IlUnYDQkzgiAIgiCILoGEGUEQBEEQRJdAwowgCIIgCKJLIGFGEARBEG1CMWaE3ZAwIwiCIIg2YYwt9yUQKwwSZgRBEARBEF0CCTOCIAiCIIgugYQZQRAEQRBEl0DCjCAIgiAIoksgYUYQBEEQBNElOJf7AurBGDsewI9Nh7YA+CSAKIA/BzClH/9/nPPblvbqCIIgCIIg5NCVwoxz/hyAMwCAMeYAcATALwD8KYAvc86/uHxXRxAEQRAEIYejwZX5OgAvcs4PLveFEARBEAQVlSVk0pUWsxreAeCHpscfYIy9B8DjAP6ecz5X+wLG2BUArgCAwcFB3HfffUtxnQTRtdCcIIiFtDsvVFXF9u3bxXvQfCJshXWz8meMuQGMAjiZcz7BGBsEMA2AA/gcgCHO+fuavce2bdv4448/Lv9iCUKHMbaTc75tua+jETQniKWm2+cE0Nq8yGQyuOyyywAAbrcbP//5z2VeGrFCaTQvut2V+UYAv+OcTwAA53yCc17mnKsAvgHgrGW9OoIgCGLVYRg0GCO3JmE73S7MLofJjckYGzI993YAu5f8igiCIIhVjVmYqSTMCJvp2hgzxpgfwEUA/sJ0+POMsTOguTIP1DxHEARBENJRVVX7hSkACTPCZrpWmHHOMwB6a469e5kuhyAIgiAAmCxmigK1VFzeiyFWHN3uyiQIgiCIrqJiMaMYM8J+SJgRBEEQRAuUy2UAAFO0JdQQagRhAyTMCIIgCKIFqmLMQMKMsBcSZgRBEATRAoYQUxzVjwnCBkiYEQRBEEQLVISZtoQK1yZB2AEJM4IgCIJoASHMGFnMCAmQMCMIgiCIFjAsZA6ymBH2Q8KMIAiCIFrAEGK6xUymMOOcI5lMkvhbRZAwq2F8fBw7duygSUAQBEHURawPPJOseiyD7373u7j88svx6U9/WtoYRHdBwqyGq666Cp/97GexZ8+e5b4UgiAIogsxhFmpBEBujNmRI0cAACNHRqSNQXQXJMxqEJMgk8ks85UQBEEQ3UhJF2QAq3lsP2Itymay0sYgugsSZrUwbaIVi9T/jCAIgliIuSUTINeVmc6kAQDZLAmz1QIJs1r0vmcyd0AEQRDE0YuxPrCaxxIQFrNyuYxCoSBtHKJ7IGHWALKYEQRBEPUwLGRLYDEzuzDJarY6IGFWA9f/JWFGEARB1EOsD2wJYsxyuRzcPg8AEmarBRJmNeiWaRJmBEEQRF1qLWayhJmqqsjn8/CHfQA0kUasfEiYNYBizAiCIIh6VGLM5LoyC4UCOOfwBr0AyGK2WiBh1gCymBEEQRD1qBVmsjby+XweAOANeKseEysbEmY1lPU0aLKYEQRBEPVYKlemcF16/FqMGQmz1QEJMxOqqkLVJxxZzAiCIIh6VNYHucJMlMcgYba6IGFmwizGSJgRBEEQ9VgqV6YQZm6vu+oxsbIhYWbCLMZoAhAEQRD1WCpXpliTXLowoxCb1QEJMxMkzAiCIIjFMNYKyS38hBBzuhxVj4mVDQkzE2YxRhOAIDRKpRLuuusu7Ny5c7kvhSC6ArE+MMnCTPTkdLicAOR2GCC6B+dyX0A3YRZmVMiPIDSeeeYZ/Md//AcA4JZbbjEWI4JYrVQ27nLrmIn3dTgVqeMQ3QVZzEyYM17IlUkQGslk0vidssIIQhdmjElvYi4sZsyhVD0mVjYkzEyYF51cjhYgggCATCZj/J5Op5fxSgiiO6i1mMkSZpxr3ZsVslKvKkiYmTCEGWPIF+QKs8ceewz//u//jv3790sdhyA6xSzMzL8TxGrFsJiZH8tEH0sINWJlQzFmJgz3JVOkx5j96le/wqOPPorh4WFs3rxZ6lgE0QlmMUa9+giiWogxRVmyZDGK71wdkMXMhGExU5j0GDPx/hSzQ3Q75k0KCTOCEMJME0lMcUgTZkKIcZUsZasJEmYmKq5MBXnJMWZisSNhRnQ7ZmFG2coEIVyZ+gNFkd4pRrgwyWK2OiBhZqJiMVNQKMq1mJEwI44WSJgRRDXVFjNFWhkLRdGWaC6yM0mYrQq6NsaMMXYAQBJAGUCJc76NMdYD4McANgE4AOAyzvmcXWOaLWbFfA6cc2kTIZcnYUYcHeTzeTCHE7xcou8rQaAm2F9ijFmtK5OE2eqg2y1mF3LOz+Ccb9MffwzA3ZzzrQDu1h/bhlh0ZFdzNo9FFgii28nn82Buj/E7Qax2qrIymTxhJixmz+14XhuKhNmqoNuFWS1vA/A9/ffvAdhu55vX9j+TmQBQyFPwP3F0kM/nARJmBGFQtWmX6MoUpGaT+lBH25JNtEPXujIBcAB3MsY4gGs559cBGOScjwEA53yMMTZQ74WMsSsAXAEAg4ODuO+++ywNGAwG0dvXB6YoOPfi1+PRRx+Fw+Gw47Ms4KKLLgLnHF6v1/L1tQPnHIVCAS6Xiyb1KqbdOQEAJ510ErYcdzxQKkJRFKnfV4JYStqdF6eddhomJqfAHArOu/D18Eu6j2ezWfT29sKpOHHh9gvBOaf5twpg3VqwjjG2lnM+qouvuwB8EMDNnPOo6Zw5znms2fts27aNP/7445bG/K//+i/86o47wfxB8HQC3/zmN7FmzZoOPkV9VFXFW9/6VgDAxk0b8d//9d+2jyG49tprccstt+D888/HRz7yEWnjEBUYYztN7veuo5U5AQB/9Vd/hSN5Fer0GN7+trfhfe97n8SrI1Yi3T4ngNbmxQc/+DfYPzICJRQFU8s445hN+MxnPmP7Ne3evRsf+9jHEBmIID4Zx1/8xV/gkksusX0cYnloNC+61oTCOR/V/50E8AsAZwGYYIwNAYD+76SdYxaLRS3RhpkeS2Apm6XPz89X/UsQrZLL5wGHE8zhJFcmQQAolooQCwVn8l2ZxOqiK4UZYyzAGAuJ3wFcDGA3gJsBvFc/7b0AbrJzXE2IVZSZLGG2lM3ShfDL5agwKNEehUIBcDiWRJjNzs5idnZW6hgE0SnFmjpmBcl1zIjVRbfGmA0C+IWegeIE8APO+a8YY48B+Alj7M8AHAJwqZ2DGkUDJVvMxOLmdDmNJABZVDoMyB2HWLnk83mwiBPc4ZC6kRgfH8f73/9+AJAWRkAQdlAqVixmMgvM1oYadWvoEWEvXSnMOOcvATi9zvEZAK+TNW6txUxWCnSlXpp8i1lBb8aez1NZDqI9CoUCmMMBOBxSLWbj4+PG7xMTEyTMiK7FCHuB1pJJ1n28IsSoiflqoitdmcvFUlnMjEnMtTFUvaqzzLFktwwhViaqqqJcKgGKA1ziAgQAqVTK+D2ZTEobhyA6pVhjMZM1L1Sj4n/1Y2JlQ8LMRK3FTFZAp5jEzCHXMmcei4QZ0Q7i+6NOjwGKA3mJwswsxswijSC6jVKxWFFLikPa/dUQYvpQZDFbHZAwM1E7uWRNNvG+oq6YTCuEGIuEGdEO4nvD8znNMiAxVjGdTtf9nSC6Cc657srUe2VKjL0UxgFR8V/mJp7oHizHmOnZkTnO+YrNCy6Vy9pkkzwJDIuZIr/1U0WY0YQmWseYA4yBKQ69TIAcMpmMNic4CTOiezHu3+KAw4FiQc68qBVmMstyPPfcc7jlllswNDSEd73rXdLGIRanoTBjjCkA3gHgXQDOBJAH4GGMTQG4DcB1nPMXluQql4iKEJMrzIRYYktgMROfoVQqSW3KTqxMalvPyNxEZDIZuD1ucM6RzVJ5F6I7qSRv6fdShxP5gpykGHH/ZowBTK7F7Ne//rXRVeD3f//34fP5pI1FNKeZK/NeAMcA+DiANZzz9ZzzAQDnAXgEwNWMsT9egmtcMopFvTGtPt9k7U4qrkz5FjPzRKYiiESrVG1WJDZrBrSaey6PCy6PS3rhZYJol1phxhwOqOWylPu4uX+zwykvlg1A1WaINkbLSzNX5us55wu+BZzzWQA3ALiBMeaSdmXLQMlw08gVTIbFjMkXZtlsZYErFotwOruyQgrRpRhinkFr1lyQJ+7z+TwcLq03LQkzolsxvpuGxUxbBvP5PFwue5fEyloBOJ1OqWuFec7R/FteGlrMzKKMMXYuY+xP9d/7GWOba89ZCWjWAGbMN/muTPkBnaqqLsk4xMqkYmXVYi9lWl1zuRycbiccLrn10giiEwxrkmEx0za7MsSMEc+2BBYzEmbdw6JZmYyxTwH4KDSXJgC4AHxf5kUtF0Yds6WymOkxZrLGEYvoUrhMiZWJWYgxRUG5JE+YFQoFKE4HHC6n9MLLBNEuFTefvoPXvRCZTMb2saqEmeQNy1K2CiSaY6VcxtsBvBVAGjCai4dkXtRyYdQxk2wxE+8rWzCJ93WQMCPapMqVyRhKZbk19xxOBQ6nvIKdBNEphgDTN9bMqbkvZcRlGZYrhcHpkturtlgswO3WRCbNv+XFijArcK2qHQeMshkrkkrRwKWymMkdx8jo0cehyUa0SrUrU5FaebxYLMLhdMDhkOuyIYhOMISZiHnR48pklHgRQowBcLgcUl2MxWIRXp/L+J1YPqwIs58wxq4FEGWM/TmAXwP4htzLWno45yZXpua2kSVkqlKgIb/1k8Mh12VKrFyqrMaKorVnkkSxVITiUMAcitR6aQTRCUKYifu3sJjJcGXmcjljY+10O6UKs3K5DLfbYfxOLB+Lpuhxzr/IGLsIQALA8QA+yTm/S/qVLTFGnS9UAjplCbOlyso0hNkS1EsjVibmArOyg//LpTIcigMclKhCdC+GZcywmLkBSBRmrCLMZJaxKJVKcOmuTJp/y4ul2gm6EFtxYsxMvdo0soRMoVAAY0y6MBOfSXGQK5NoD/MNmikOcM5RLpfhcDhsH6tcLsOpOMEAlKhZM9GlZDIZMIcDwr3CnJowk9HfNZvNGq37nB4XMvP2iz+BqqrweBzG78TyYSUrM8kYS9T8HGaM/YIxtmUpLnIpqFfNWZbZWOuzBsNtulSuTCpBQLSKucAlJGcRa6VdFDDJljmC6IRUKgXF7akc0LMyZcSYGW3KALg8LqkWM1VV4XQqxu/E8mHFYnYNgFEAP4AmJd4BYA2A5wB8G8AFsi5uKamIMCHM5KUm11rMZI1TsZiRK5Noj+qWTNpuWpabI5FIIKvm0DfcSwtDl3LdddcBAK644oplvpLlI51OA7qVDNBCUhS3R5rFzCzMcll5MWaqqsKh12Sj+be8WAn+fwPn/FrOeZJznuCcXwfgTZzzHwOISb6+JaO2mjN3yPPnFwoFMIVJz8qstZiRMCNapcpiJjmJpFgsopDNgykMXOVSxiA644UXXsDdd9+N0dHR5b6UZSOdToPXdFBhLpeUGLN0Om1s4F0eFwqFgrSNEVnMugcrwkxljF3GGFP0n8tMz62Yu2dtNWc4nMhIEmb5fL7KYibLZVoRZnItc8TKxUhUAQPTLWayhBkHBxgDk1yWAwB2796Nhx9+mDKVWyQejyOdTuOmm25a7ktZNpKpVJXFDADgdEuxmNW6MgF5fSwzmQwmJxMASJgtN1aE2bsAvBvAJIAJ/fc/Zoz5AHxA4rUtKbW1aZjTJSVmANDN02IX5HZJd2VSjBnRLoaVlcFwZUr7HnHRkpOhrMqLMUulUvjYxz6Gf/3Xf8Wjjz4qbZyVzGqOAUylUmA1PTG50yVHmGUzRvC/2yuvXhoAlEpl5HOaNY6E2fJipVzGSwAuafD0Q/ZezvJREWa6VnW5kEnPSxkrm6vEDTglBnSSMCM6pTr4X7LFjGvKjDkUlIry0vXn5uaM32dmZqSNs5LRao6vTtLpNFhPCDxXuW8zlxspmwWTqqrIZXMIeLSa7i6vZqWTlwDAoTDqq9wNLCrMGGP9AP4cwCbz+Zzz98m7rKVnYdFAt5SYAQDIZkwWM4+8WDazMGOMkTAjWqYSl8jAJMeYcc71Zs2K1IUhHo8bvyeTSWnjrGTE/Wu1wTlHJpOBMljjynS5kErN2zqWCHGpdWXKsphxXhlrNVtEuwErWZk3AXgQWsX/Ffu/ZXzZFdGY1oV8LielZlNV3IBbTtAoYJrYjMHjkVs1mliZVCWMSHRlcs5NwkyrISge243Z5UTCrD1Wq8Usn89DLZfhcFa7MmVs5MWaVOvKlLGRF/NP9G8mi9nyYkWY+TnnH5V+JctMOp0GUxQYRQNdFbNxMBi0daxMJgPFrRcN9LqQlizMFIXB7ZEXy0asXAqFgikhRp4r09wNw+lygnOOYrEIt9u9yCtbRwgzRWEkzNpktVrMDFHvqv5eMpf9G3khzIxNvO7KlGExExYyRXKlAMIaVoL/f8kYe5P0K1lmaosGiuBOuwM6y+VyVf8zt9eFtISgUaC6nQdZzIh20Cxm+mZFosVMWAGYwuB0y80+EwtbX39ImltopbNaLWZGyEuNxUxkadppNTPGqnFlyvCwCMu4IrmINGENK8Lsb6GJs6xe9T/JGEvIvrClJp1OV++CXHLabFQmmzBPu6UtDvl83tgBuUmYEW2gWcz0BxItZoYwYwwuj7PqmN2IOR3rCZAwa5PVajEzrFh1LGbm5+0cy3Bl+uRZzAyLtQK4XE7yriwzVrIyQ0txIctNMpkEN+2CmCRhVplsFfO0rMUhl8sZ43jc8joZECuXfD5fVdvPOGYzYp4xRZG6AAHa5sjrdcEfcGNmkoRZO6xWi5nxnXTVBv/b/52ttZg5nA4oDkXKvDC6xDAGt4eE2XJjqYk5YywGYCsArzjGOX9A1kUtB0bRwLIW9ChbmFVcmW7kcjmoqmrsjOyiymXqcSKXk9dnjViZaDdo3ZXpkOfKNOK+HAxun6fqmN1ks1monGNsdB7lomvxFxALIIvZwuB/wN7vbK3FjDEGj88jRZiZ45E9JMyWHSvlMt4PzZ05DOBJAK8E8FsAr5V6ZUtMIpEEc/nAdWEGl7Y42B0cXC/TRqRg251kkMvljLo0Ho8L8TkSZkRr5HI5k8XMVTlmM5WA/IrFTFZgfi6XA1c5spniiikLsNQ9LFerxcyw7Na6Mt32W8wqVuSKCJYV+mKO8fRIbpZOLI7VGLMzARzknF8I4GUApqRe1TKQSiXBzMH/btkxZtWZNjICOqtcmRRjRrRBJputCDNFARiTctMWIowpDF6/nE2RIJvNQlEYFIUhn1sZloHdu3fj9ttvryqeK5PVajEzvpMLWjLZnyyWSqXgcDqq/tYur5wOA2JOK4oCj5fWiuXGijDLcc5zAMAY83DOnwVwvNzLWlrK5TKymYwhxgCAOZxgDgcSCXvzHBYG/8vLtMmZOgzQZCPaIZ1OV9qUMQbFJafwsphnikOBx69FTMgSZvm81ihdURiKxZVhNZuenkaxWMSePXuWZLzVajFLJpNgTqfh1heITb2d39lUKgWPz1N1zO1zS5kXYk4rCoPX66SkmGXGSozZCGMsCuBGAHcxxuYAjMq8qKXG+KK7qyeB4vHaPgnMEwDQWjIBcjLQzBYzt8eF3AqxDhBLRyadqVjMIK+HbCKRAGNMKzDrcsDpdkoVZoo+lnjs9/uljEWsLJLJJBS3d+ETDieYotj6nU0mk/D4a4SZ34PEhP1FEcS65FAYfH43pifkxHcS1ljUYsY5fzvnfJ5z/mkAnwDwLQDbZV4UY2w9Y+xexthextgextjf6sc/zRg7whh7Uv+xpb6a2K0zV/UkgMtT1b7FDsy+fG0ImRazijDz6gGdq3WnS7QO5xzpTLrSPxYAXG4prpRkMlkVS+P1278pEuTzOcNipj2mDUurrNb7SDKZXJiRCd2a7PHa6mFJJpNw+aqTDDx+j5R5YcQ+OxT4/fIqBRDWsJqV6QAwCGC/fmgNgEOyLgpACcDfc85/xxgLAdjJGLtLf+7LnPMv2jmYEF/MU70T4i637cJMZEpWemXKtZj5fJrJ3aMnGeTzeXi9dXZ8BFFDNpuFWi6DeSrCjLvctrv3Ad0S4aiMI8tlA5gtZtrjqrZThCVWa4zZ/Pw8eI1nxcBt70Y+nojDG/Iin6lsHLx+DzLpjO2tAs3dMAIBj7SMaMIai1rMGGMfBDAB4C4At+o/v5R5UZzzMc757/TfkwD2AlgnazxDmNVMOOb2Ym5+3taxstksXO7KLsjpllNMU1VV5HL5qhgzGeMQKxdjkTG7Mt0ezNu8WQG0hcFsMXNJFGaFQkHbHOnjkTAjrDI7Nw9Wz5UJgLs8mLUx+SKRSMATqB5LPLZ7c5RIJKDoBoNA0INCoUiW5GXEalbm8Zzzkznnp+o/p8m+MAFjbBO0TNBH9UMfYIztYox9W6+v1jHzuviqnXDM45ViMRNWMqBiMbM7ML9Sl0b7L/Z65ZU6IFYmYl7AVF+Pue2fEwCQSqeq6vi5JWWfAUC+UNBcT4xcme2yGi1mnHMk4vMLPCsC5vFidtYeYaaqKhLxBLw1wswb1B7bPQeTySQcusU6GJSbfEMsjhVX5mEA9t+JLcAYCwK4AcCHOOcJxtjXAHwOANf//RKA99V53RUArgCAwcFB3HfffU3HKRQK2L59O5RIFA88rX05z+/1gJ/9cvDcCbj33nttuxENDAzgDRe9Ab95+DcAgOBsENu3b0epVFr0OluhXC5j+/bteOSRh5FOAU5swvbtvXj66afx3HPP2TYOcXTQ6pwAtLiT7du346GHfwswps2JV74CPHeirXMCAM4+62zc/8D9YHkG14gTrz7j1SgXyrbOCcFFr78IDz/8G3CVYfv27di3bx9GRkZsH2cp8Xq9cLlcmJ+fl/I3E3DO0dvba/k71O20Mi9UVcWb3/xmMJ8fzO3BA67KWgEA/NxXAYWcLX+XcrmMt73tbQhEA7j7uUkAgGvEiU2BjejZvh179+7FgQMHOh5HMDw8jGi0B+kU4HVtwfbt/di5cyc8ngZuW0IqDYUZY+zv9F9fAnAfY+xWAMbWknN+jcwLY4y5oImy6znnP9fHnDA9/w00cKlyzq8DcB0AbNu2jV9wwQVNx/qv//ov3HXvffBc9AfIFVUAwK9m8igdegmFXY/gm9/8JtasWWPDpwI+85nP4KXRl+DU+wEWh4u46es34bJLL8Pb3/52W8YAgMOHD+PLX/4y1gxFEAj6EIxN4RvX/QpXX301TjnlFNvGWalcd911OHToEN7whjfg3HPPXe7L6ZhW5wQA3HbbbbjxxhvBon1giqLPiRdR2PUovvWtb2FwcNC267vsssvAnUC4N4TicAlPPbELh548iJ/85Ce2jQFowuKLX/wienoDCAQ8uPHGG/G5z30OL3vZy2wdZ6m57rrrkEgkEI1GpX5ff/CDH2BmZgbj4+O49NJLpY2zVLQyLw4ePIhrrrkG7pedA+e6TVVrBQAUX3oexWd24vrrr0ckEunoug4cOIAvf/nLeM07XwPu0RItisMlJKYSuPEbN+Lv//7vYWUOW+UDH/hrZLIJxHpjiPbP4BvX3YbPfvazePnLX27bGIR1mrkyQ/rPIWjxZW7TMan9M5m2Ff8WgL1mAcgYGzKd9nYAu+0Yb35+HvD4Fl6HbrK2s2hjJpMx4soAvWmz2/5Ky0ZZDt087fPJy/5cibz00kt48skncfXVVy/3pSwbs7OzACo19wCAeX1Vz9kB59wo+ipweZzIZrO2Z/+JeDLFFGO2ktz7S+ViXI2uzOnpaQAA8/lR2PM41MQc1MQccg/fhcKex8F8WsmVmZmZjscS88sbrF6XvCH75x+guUaFKzMc1saYtzm+mrBOM1fm5wGEOOeT5oOMsUHId22eA+DdAJ5mjD2pH/t/AC5njJ0BzZV5AMBf2DHY7Nxc3UwbIczs/IJms1m4PC4U80XjmMvjsl0wiXRnh774+PxyG0MTK4/Z2Vk4fH6YpRHz2rf4CHK5HDjn1RXOPW5wzvXM4oWbpnYR8WTmGDMK/m+d1VguY2pKa3jDfAGo8TmgpN3D1VltiXSs22yct2XLlo7GEsLLH6mur+fyuOByu2wVZqqqIh5PIBrT5lkoQsJsuWkmzP4DwK8A/Lzm+OsBnAvgL2VdFOf8IYjOydXcJmO8ubk5ME+dApMe+7+gmWwGvpBvgTCz22JWaQqt7YL8AbmNoYmVx/T09AJLshBmwnpgB0ZjaLPFzFspIyNDmJktZhT83zqr0WI2OTkJMAZWx7sCAIpuMZucnKz7fCuIjY8vVDP/GIMv7Ld1Y5RMJqGqqmEx8/lccLocJMyWkWauzHNFbJcZzvn1AM6Xd0lLT3y+fqYN0wMfbRVm6Yyx6AicHvtbYAgB5nBoN1C/X25jaGLlMTk1tdDF73KDORy2LgzmPn0Ct56tbPe8EG5LxioFZleSK3OpWI0Ws4mJCTj8gSrXfhVuL5jDaYswm5qagjfghdO10Hbij/gwNW1fu2oRquN0ap+LMYZw2EfCbBlpJsyabYmslNk4Kshms1pdozq1aZjigOL22PYF5ZwjnU7DvaD/mf0F/USdG7ELcjgU+CVVjSZWJjPTM0bcjIAxBsUXsNViJr771RYzOa53s8VMuDJXkjBbjYJpqRgfHwf3Bho+zxiD4g9gYmKi4TlWmZ6eXuDGFAQiAcOtagei9IbDWSlYGwp7SZgtI80E1iRj7Kzag4yxMwHY961YZhpV/Rcwj9e24P9sNotyuQy3r7qlh0dCMc1EIgGv113lcggE7W8xRaxMMpkMstmM4bo0wz0+WxeGWrc7oM0J83N2UelVqxhtmVZSQsxqdDEuFWPj42D+YNNzuC+A0bGxjseamJxAIFpfBAaiAczNzqFUKnU8DlDxCDlM84+E2fLSLMbsHwH8hDH2XQA79WPbALwHwDskX9eSYRSXbSDMuI39MoUVy1vTmNbj92A8MW7LGIJ4PI5QuPozhcJyioMSK49KBtrCxYH5/Jqb0ybEvDC7MkWFc7s3LJWegCIpxkPdMNpgtQnAbDaLRDwO15pNTc9T/CGMjx1ckMzSCpxzTE1OYdPw5rrPB6JBcM4xPT1tSxknsQYKVyagZWaOjdgXrkC0RkOLGed8B4CzoLk0/0T/YQDO5pw/2uh1RxuGUGnQZoN57GvLJMZaUM054EU2m0WxWKz3sraYn59fIMzCES/m5+0r/UGsXCoZaAstZswXwPzcHMrlsi1jGVZr045dzBG7d+2V2Es9KcYvpyn7Sme1uUzHx7WNMws0t5gxfxC5XK6jDXAikUAul0MwVn+sYI923A6XqRhPUVjVxkjbxCdW3f9zt9A0VoxzPsk5/xTn/A/0n0/Wls842lnMYsZsbEwrxvKG6temsbNe2tzcLCLR6nEiEb/tvT+JlYm5NEAtijcAVVVtSwCYn5+Hw+mormPmdcHhcNg6J4CKBU4kxQRD5N4nFmdMd08qgXDT85RAqOr8dhAiUAiwWoRgE+d1SjweRzDoNbfERSjkRalUImvyMrFigvjbpVEDcwO3F+lUyhbrgFjI/DXCzC+haODs3JxRKFAQjviQiCdsi00gVi4TExMAU4yCsmaYP1A5xwbm5ubqlwUI+WwXZvPz83C6HIZ1IBQi9347rDZLyujoKACA+ZvXVmc2CrNQT/2xApEAFEWxV5iFqg0T4jHNjeWBhFk8DsXlHUeU6wAAqtlJREFUAnPUD7cTljQRB9MJMzMzYApbYDHzRwLG83ZQLBaRSqYQiVa7ocJUOJCwyOTkpFYagC28RQgrmh1lAQDte18rzADAF/bZXuF8rmbDEo74VpR7f6kE02qLMRsdHYXi8YK5XE3PY/4AwJgh5NphMWGmOBQEe4IdiT8z8XgcwXC1YUKEwZAwWx5aEmaMMS9jrLkt9yhjfn6+bqkMgZ1tmSYnJxEIB6p8+QCM7Bu7Mt3EYhaNVQsz8djOGlTEymRsfBy8TkYmUBFmdu3Yp6amjM2JGX/Eb2u9JkCbx2YXfyTiQzwety1ejliZjI6OAotYywCtxJLDH+xImI2OjiIQCVS17qsl1BPqaAwz8fg8QrUWsyAJs+XEsjBjjL0fwB0AbmWM/au8S1pa5hq0YxII0WaHlWliYgKB2MIFyO1zw+Vx2eYaaijMdAua3VYIYuUxNjpmuGVqYQ4HHP6ALcJMZJcFogtFYCASwPTUtK1WoJmZaWMeAEAk5oeq8hVjRV5tlqylYuTIkYbzoRbuD2LkyJEOxhpBqLf5WKG+MI4cOWLL3IjH4wuEGVnMlpeGwowxdknNoddzzl/DOT8PwJvlXtbSMTM7a8liZseNe2x8rG6mDWMMoZ6QbaZpYRGL1ix2kRgJM2JxMpkMkskEFH/jYprcZ48wm5+fR7FYRCC6cF4EYkEUCgVbRdPs7KwxDwAgGrM3jKCWL33pS/jHf/xHKe+9nKymGLNcLof5uTkjsH8xFH8IY6Njbf+NjowcQbivuWMq3BdGPp/v+HtbLBaRSqWNMBfj/SnsZVlpZjE7nTF2E2PsdP3xLsbY9Yyx7wPYswTXtiTMz80bAc6FPY9DTcxBTcwh9/BdKOx53HiuUzGTy+UwNzuHUIMJF+y1zzQtJmukxmIWDnvhcCi2Vm0nVh5GaYAmrhvmD+LIaOcbiWbxNKGYvWUBcrkc0ulM1YZFthX5kUcewd69e5esiO1SWcxWk2VObJitWsxYIIRsNtNWXHI8HkcqlUK4v7kwi/RHAAAjIyMtj2FGCK9QTaKY2+2Ez+e2PfmGsEazOmZXAfgLAH/NGLsOwLcBfArA5znn71yi65NKsVhEOp0ymtKq8TmgVARKRaizk1Djc2BOF5jT2fEXVIiucG/9CRfuDWFiYsKWjMmZmRk4XQ4Eg9UuWkVREIn6yWJGNEWIpWYWAsUfQiI+33E7I7Ho1RNmwd7OM9zMiDkcrbKYyRVm4u+jqqqU96+Fgv/tR9y7LVvM9PPa2WgfPnwYABDpjzY9LzJgjzBrFPYCaBt7ikdeHhaLMUsD+BCA/wZwHYDLATwv+ZqWDPGlq9d2xozi7VzMiAnUaCcU6Y+gXC7bYh2YmZlBLBaoe/OMRn002YimVEoDNC6maUdZADEWY6xuzaZQTwiswww3M4Yl2WQxC0e8YIxJnxMrTTCtJlemYTGzEPwPVOZGO99bsU4I4fXYLTswOzaL2bFZ3HHdr/DYLTsAAL6QD26v2xBy7SISznp6F4YtxHr8mLY5+YawRrMYs6sA3ArgbgAXcs7fCuApaMH/716i65NKRZgtTNU3wz2+jt1/R44cAVgTi5lNpmlAa6cTjdX/TNGeAKZnyJVJNGZ8fBwOjxfM5a7r3gfsKaQJaPMiGAtVNVAWOJwOBGNBbe7YQD3rgKIoCEfkW5HJYnb0Mjo6CofXt2ipDEEnJTMOHjwIl9uFgJ6lPDs2i2KuiGKuiIn9E5gd076njDFEBiI4ePBgy2OYESVvenoXbox6e4O2lcQhWqOZxewtnPPzAbwaWn9McM5vBvB7AHqW4NqkU+kH2Nxixryd9wYcGRlBKBpqmAItYgY63QEBeuZZHdM0AMRifkxPkTAjGnPkyBFAt5bVc+8DFWtap9aswyOHEe5rbIkI9YVtmROAKSlmQbayfCvySrMwrbTP04zR0VFwX/NWTGY6KZlx6NAhRAYiYMriwjcyGMWBgwc6+r+YmJiA3+9BILCwMkFffwjz8/GOwxWI1mkmzHYzxv4PwE8B3C8Ocs5LnPP/kH5lS4DRdsbbOPsM0ITb3OxsR7WODh06hFCTgE63zw1/yN+xxUwrPzCDWIN2HrGegB4Ene5oHGLlMnLkCLBIPA1zueHw+joSZqqq4sjIEcNtU49IfwRHjhyxxeI0MzMDt9sJv99ddTzaIz+WZqmEDFnM7OfI6KjlwH8B9wcx2oY1ef+B/YiuiVo6NzYYRSqZ6ihzcnR0FP0D9T+bOG5XKAFhnWbB/38M4PMA/plz/uGlu6SlY2pqCorLvaiJWvFpvQHbdXeoqoojR44g2mQBArT4s4OHOjNNx+NxlEol9PTUF5uxHnuL2RIri0wmg7nZ2UV7AgLa4nO4g43ExMQEisViU2EWHYygUCjY4lKZmZlBrGdh7GWsJyA9lmalCaalcs0uN/l8XpsPTeIt66G0YTGbm5tDIp5AdDBm6fzoGu28/fv3tzSOmcOHD2HN2vrzTxy3I7yGaI1mMWbncs6f5pw/2+D5MGPsFHmXJp/JyUmj718zRKXzdgPzJycnUSgUmi5AgBbwefjw4Y5u4kbMQF/9G0mvfpyEGVEPI/A/uLgwY8EIDh061PZY4rXRgWjDcyL6c52MI5icnESsZ6GLv6cngHQ6I7WkxUqJMRPvv1osZuKezwKtCTPmDyGbySCZTFp+jRBYPUPWhFlMF2YHDhxo6doE6XQa09MzWLsuWvf5NWsiUBRmy9wjWqOZK/MPGGMPM8Y+yRh7M2PsLMbY+Yyx9+kuzl8CaB413+WMjY8Di7gxgUo8Tbu7diMFuskCJJ7PZXMduVXENfbWybIBKoLNrtpQxMpCBBMroeabCABQghGkU+27UsRYkcFow3Oi+nPtLj5mJicn6wY5i4w02qwsjgjnWC0WMys1/eohhFwrRZiFMBOWsMXwBrwIRAJtW8zEnFo3XH88l9uJwTWRjixyRHs0c2V+GFqF/zEAlwL4HIC/A7AVwLWc8/M5548tyVVKgHOOiYmJpiUBBJ32BhQ7jsUsZsLV2Umws7jG3v76N5Jw2AeXy0nCjKjLwYMHwRTF0kIkxFu7omn//v0I9YTg9robnuP2uhGKhTpeHAqFAubm5tDXXyf7TE8+kJmBtlJcmaLOYiuWoKMZo6ZfG65M8+ut8NJLLyEYDcIbaNyJppbomhhefOnFlq5NsG/fPgDAhs19Dc/ZsKkX+/a90Nb7E+3TtI4Z53yOc/4NzvmfcM5/j3O+nXP+cc75Q0t1gbKYm5tDsVCwJsz03oDtlgY4dOgQ/GE/PD4t86VRbRphOejEdDw+Po5g0LsgwFmgKAx9/fa1f1pqrrvuOnzgAx/Ab37zm+W+lBXJiy++CCUUBVMWb6OrhLWd9ksvvdTWWM+/8AJiFtw2sbUxvNDh4mBYkutsWESQs11N2euxVE3SZY9TKBQAABMS/1bdxMTEBJjTCTTpp1yPdsJfXnzxRUSHoi2N07M2hpHDI8jn8y29DgCef/55RGOBBa37zGza3IeZmVmqfbnEWG5ivtJotZoz97WX/gxoFgWztaxRbRpvwAtvwNtRbZojR45gYE3z+KCBNSEcOXJ0BnTu27cPBw4cwL/9279JHcfsqlktpQE459j34otA2JorhXm8cPgCePHF1nfsiUQCE+Pj6Fuv7dYbbVYAoHe4D+Nj4221uBGIjcjAwMK5EQp74fG6pGafyRZM4juaSqWkjpPLZgEAhw4fRrFYlDpWNzA5OQnFF2zZEslcbihuj2VhlsvlcOTIEfQM9bY0Ts/aXqiq2taa8eyze7Hl2P6m52zWn3/22bqh5oQkVr0ws5oGrQRCWhmBFimXyzh8+LClTBvGGKKDUew/0GGWzVBzl+nQUARjY2O2tH9aapYqtsW86HQiCI4mxsbGkE6l4Ii2sDhEerC3jZv23r17AQD9G7Qbf6PNivkc8Zp2EJll9TYtjDEMDoZtK2Rbj6USMTJ7G05OTqJULsPDtPtau5bSo4mJyUnwRQqQN4L5ApYLk+/fvx+cc/Ssa61EaM9a7fxWN0fT09OYmJjEMccOND1vw8ZeuFxO7NmzYtpjHxWsWmE2MjIC5nBYysoEtCy1dCrV8iI9OjqKQqFgTKDFiA3FcPDgwbZ22PF4HPPzcaxb31wErh2OoVQqS12IZLFULiGza2C11PERwkeJNY45qUWJ9WFyYqJlQbBr1y44XA70DTffsQNA//p+OJwO7Nq1q6UxzBw6dAjhsA+hUP34naF1URw8eKDt91+MrG5pkoVwMcoMUfjtb38LAOhxOKAwhocffljaWN3C1NSU4ZZsFe7xWS5MLkSu1XVCEIwF4fF5WhZmTz/9NADguBPWND3P6XTgmK39ePrp9uce0TqWhBlj7NWMsXcyxt4jfmRfmGxGRkagBEJgzJo2FXWdWq3pIiaMlVgaAOgZ6kEhX2hLDIjJPby++eQWz9u54/3a176Gv/3bv8Vzzz1n23vWY6ksD+aFVATJrnT27NkDxe0BC0Utv0bpGTBe2wqP73wcAxsH4HAtbMVUi8PlwMCmAfzud79raQwzL7zwAtZvajwvNmzsxczMrDSLUydFQBejUCigoG8k9rcZCL4YnHPce889cDPAwxiOdTnxwH33LdlGaTkoFotIJhJQ2rSYKT6/ZYvZiy++aGRZtgJjrK0YzKeeegqBgAfrNy4uBI8/aQj79x9APB5vaQyifRZVJXppjC8COBfAmfrPNsnXJZ2Dhw4BFopoCkRdp1YzJvft2weHy9G0VpOZnnWaG+mFF1oPdhav2bCpuStqaF0ULpejrTEasWfPHrz44ou49tprbXvPepgtWTK7F6TTabgZEHE6sXv3bmnjdBNPPPkkWKy/pXgaJdIDxeVqyZo1OjqKIyNHMHzCsOXXrDt+GIcPH27LIpRKpXDw4EFsOaax20bE2jzzzDMtv78VZGZ87t27FxyA18Vw8NBhKeJy165d2PfiiwjpSSHbfB5MzczggQcesH2sbsEQIp6FwowXi/B6vXjrW98Kr9cLXmfDyDxepFMpSyEj+/btQ2xtT1tZtT1re3HwwEHLoSmcczzx5BM47sQ1UCwk+Zx48loAwJNPPtnytS0n2WwW11xzDa655hrpFmu7sWIu2gbgHM75X3HOP6j//I3sC5NJPp/H5MQEWHDxWk0C5g+COZwtZ0w+//zz6BnqgeKwZpmLDETgdDvx/PPPtzQOoAVoDq6J1O17ZsbhULBhUx+ee86+gE5hyZJpGQBQ1betnaBzK8TjcWQyGfgYw1aXAzsff9xwFa1URkdHMTU5CaW/uWujFqYoYD0DeHznTstJEg89pCV1rz95g+VxNpyinfvggw+2dH0A8Lvf/Q6cc2OBqcfGzf3wet3YuXNny+/fiPn5eeNvItPq+uCDD4IB6A9qHUzszljmnOMH11+PkNOBoL6Qn+BxYdDlxI9++MOjMlbVCuJexjx13N+lAi6++GJcccUVuPjii4FSnfuD/rrFLE3FYhEHDx5Eb4tuTEHv2h6USiXLRoPDhw9jZnoGJ5+6ztL5mzb3IRDw4Iknnmjr+paLj3/so7jnnntwzz334KMf+chyX05LWFELuwG0drfuco4cOQLOuaUimgLGGJRgGIdasJiVSiXs27fPyDyzgqIo6F3X27JLUFVV7N37DI7ZWrEK/Pj7j+DwwRkcPjiDL/7rbfjx9x8xntt63ABefPFF2xrUCktWXmLDW845UqkUfC4FjFXiJOxGCIeAouBkjxu5fB47duxY5FVHN48//jgAwNHfWLw0Qulfi8mJCUvud8457r7nbgxsHEAwar02VDAaxMDGAdx7770tZ8nef//9iET9TTPQnE4Fp798PX7zm4dsE+FiIXM6FTz55BNSElcymQzuu+9ehLwO+F0ObOz14vbbbrU1k/iBBx7AnmeewYU+D4Q9R2EMr/d7cWR0FLfccottY3UTIp6Y1SuV4XTjzjvvxHXXXYc777wTcC4sT8Tc1oTZ4cOHUS6XEWtTmInXWQ1NEXP95FOtWawVRcGJp6zFzp2PHzUZ6vl8Hi+9tB8hj4KQx4H9Bw4cVc3YrQizPgDPMMbuYIzdLH5kX5hMjOrmLVjMAADBcEvFNPfv349CoYC+DYsHOJvp39CPl156qaXaNIcOHUIymaoK5jx8aBbZbBHZbBHPPzuOw4cqmW5bT1iDUqlsW0yYMBXHEwnLcRWtcvDgQRSLRYS8DhzT58MjejCynXDOcdutt8LNADdjOMbtRNTpwO233Wb7WN3EjscegyMYtlw+xoxjQBNzVsTrs88+iyMjR3DMK45peZwtLz8Ghw8fbuk7OzExgcce24FXnXPMom6bV5+3Fel0Bvfff3/L11aPu+++G06ngoG+IObm5qW4gm644QbkcnnE/E4AwOuPj+LgocPG5qJTMpkMvvmNb2Cdy4ltvmqBcoLHheM8Llz//e9Lm/PLiQiVYK46osvlQi6Xw80334xcLle33zJzascWa/VltGJa054wC/eG4XA5LBdh3rlzJ9auixnt+axwymnDmJubl+alsJsDBw5A5RwhrxMhrwOcc1u6hywVVoTZpwFsB/CvAL5k+jlqGRkZARgDC7a2CCmhCOZmZy331BPxKgMbm6ck19K/cQDlcrmlGDBhPTr+xCFL5x973CAUhXWU6SbIZrNIp9MI+LQbkSyT9z333AMACHkcOHNjEPsPHLC9XciuXbtw8NAhI5ZGYQzbvG48tWvXUTWxWyGTyeDpp58GG7Dm2qhF8QfhCEctCbPbbrsNLo8Lm07b3PI4m0/fDJfHhdtaEMk/+9nPwBjDhRedtOi5J5w0hOENvfjZz37acVD7vn378OSTTyIW8SEc9CAW8eOnP/2JrRaHqakp/OIXP8dZG0PwOrXv6ys3hTAc8+J73/1OW0VHa/ne976H+fl5XBLyQ6mJf2KM4S1BP0qFgvTY0uXAiGGtYw2zhC7oFouFPXDgABxOB0J9rW+KAEBxKIgORC3dnzKZDPbs2Y1TTq+2ljXzrgCaMAPQsat/bm4On/3sZ/HZz34WjzzyCB577DEpCV1CQHqdCrwubW7YGVMtm0WFGef8fgDPAgjpP3v1Y0cthw4dgiMYBlMWzwgzI2LSrPry9+7di2A02HKmjajb1Eog8pNPPon+gbDlXZDP58amzf227OIfffRRAEBfTwB9PcG24oAWI5/P464770TQo8CpMLxycxguh4Jbb73V1nFu+NnPEHRUYmkA4CyfB25FwQ033GDrWN3Crl27UC6VDMtXO7D+tdiz55mmm5Z4PI4HH3oQW162BS7PQgvDYrg8Lmx52RY88OADljLEjhw5gjvvvBPnXXg8Yj0WeuIyhre+/QwcOTKquafahHOOa6+9FqGgFz1Rv/a+F5+Ep5/ebZSc6BTOOb72ta8Bahl/8LJKqISiMPzRy/swPjGJn/zkJx2N8eyzz+K2W2/FK/0eDLucdc/pcTrw2oAXv/3tb/HII4/UPedoRbi0maO1dUIgXreY8Dh48CCiA1FLgfiNiA5GcfDQ4kVmn3rqKZRKZUNoCZp5VwAgHPFh4+Y+PP54Z10Yv/rVr2LHjh3YsWMHrrrqKnzmM59paaNlleeeew4hrxNOB4NTYQj7XG3FbS8XVrIyLwOwA1q/zMsAPMoY+0PZF9bket7AGHuOMbaPMfaxdt7j8MgI0GJTWgBQ9MxMK/W/OOd45pln0LexNTcmoHUAiAxELRfULJVK2LXrKZxwsjVrmeDEU9bihRee77ha+K9+9Su4nAr8PjfOO3sTnnziCdt7cd5zzz1IplKGyyboceCVm4K45+67bUvj3r9/P373xBN4pc8Ns23Aryh4hdeFB+6/f0W6bHbu3AnF6YLS0/p3VeDoXwtVLTe1wN51110oFUs4/pXHtz3O8a88HqViCb/+9a8XPfcb3/gG3G4H3vK2Myy//+kv34Ctx6/B//3f/7Y9L26//Xbs3bsXl28/A4qifZMuOn8r1q+L4dprv25Ldf7f/va32LFjB7af1oO+YLXIPWnIj1dvCeNnP/tp211EOOf41je/iaDTgdcHGrfsAYBz/F4MuJz49re+taLKZxhJDe0KJr0U02LC7PDIYYT7rVcIqEdkIIK52blFvTk7d+6Ex+vCsce15sUBgFNOXYfnnnuu7T6ppVIJTz+9C+GQB5s39OBfP/5GDPaHpHhYnnt2L7b0ajGRDMCWXjeee7b9AtVLjZVv3D8BOJNz/l7O+XsAnAXgE3Ivqz6MMQeA/wbwRgAnAbicMba4j8JEuVzG+NiY5Yr/VeP7gwBjloTZ9PQ0ZmdnDetXq/St78PeZ/dacn288MILyGZzOKlJ1lk9Tjx5LVSVdxRE/9xzz2H37t2IRf0AA1537lYwheHGG29s+z1rKZfL+MXPf45NvT74THWvLj4xhkKxaJvV7Be/+AXcioKzfAuDfV/t94JzdUUGOj/99NNArL9lC7IZJdYH5nA0LC3COccdd96BgU2DlrpgNCI6GMPAxgHccccdTefGY489hscffxxv3n46wpHqcgfN3DaMMfzRu85GMpnED3/4w5avb3R0FN/61jdx6glDuOBVW4zjDoeCK999Nubn5/H1r3+95fc1k8lkcO3Xv4b1MS9ef0L9v+VlL++H16ngf/77v9tyn+7cuRN7n30WF/o88CjNSzg4GMNFfi9Gx8Zw9913tzxWt2KITIu1LhegC7pmWauFQgHTU9MI9XUmzEK92uubJeBwzvG73+3ECScNwelsfa6fcvowVJXjqaeeausan3vuOeRyeYSCXng9Tmxe34NTT1iDPXt225rZm0qlMHJkFFv6Ktm0W/p8GO2wrdtSYuUbp3DOzUV4Ziy+TgZnAdjHOX+Jc14A8CMAb2vlDebm5lAqlcAC1gMfBUzRmplbaXYs/Nl9w9YzMs30re9DKpmyZHl68sknwRhwwkmtCbMtx/bD43F15M68/vrrEQx4ENMXv96YH+efvRm/+tXtmLJY9XoxduzYgdGxMbzhpGiVJWtt1IPT1wXwy1tu7jieJp1O46EHH8RpHhf8dXbIMYcDJ7hd+PVdd62o8gCpVAojIyNwdGAtAzS3jRLpxTMNrLzPP/88xkbH2gr6r+WYbcdidHS0YcxIuVzGN7/5TQyuieC1dWLLFnPbbNjUi3MvOB6//OUvW+qOUS6X8aUvfhFOB/AX737lgppUWzb04u1vPAX33XdfRwkGN9xwA2Zm5/Dus/rhaCCaQl4H/vCMXux55pm2EgFuv+02RJwOvLzOJqUeJ3hcGHI5cZvNoQXLifH/125coP66Zi7KqakpcM4R6mkvvkwQ6tVe32xtGh0dxeTklOUyGbVs2tIPn8/dtoVLW6eYEYsMAKeesAbZbM7WXpwiOeiY/sqG7BhdpNlZAH3fvn24//77cf/99+NTn/oUPvWpTxmPd+zY0VE8af3AgWp+xRi7A4DYPv4RgOVKUVsHwBzgNQLg7NqTGGNXALgCALaEw0ger7lORt7+dswPDeE7u3cDz+zFxIkn4bF3vweX/NPHAQDTmTT+4RWvwIeeegobk0k4nS7s3PZyDD/xBI59QLuR7rr4YpTiceM9Z7dtw6E//mOc8aEPAQCKkQh2ff7zOOaf/xnfGRmB80PP4tFPfBTD9z2IdQ9qLUwmtmzG5HwC79G/JM+MbYHznPPw6k9cBQDI9vWCffwf8O4jN8B73nlIKgp2/fu/Y+1NN6FPb4Py0vvfD6VQwKb//V9cXCziuDO3Yew3aZzxac2YmVk7hPTxx+MzO3YgrMdK/Ofg25D/6+vR+zttx/PclX+KD69dixM+/3kkv/IVjF98MWbPPhsnfe5zAID05s149mMfwxl/+7dw6KnGv/uf/8GWr38d0V27oKoqXnHZZXhrfz/6f6DFXx3hbrzquK14zxM3wfHKV+LIKafghQ9/GC//y78EU1VwRcHvvvY1bP3ylxHWJ+OzH/0ownv2YO0vf2n8P2U2bsRxX/kKACC6ZQsu/f234/x/vxqnxhPIO514+pIv4qT/vBb/eHAExTLHQ9/5Djbs2YM1emzQoT/6IxR6e3Hs//xP0/+nkz77WfiOHEFZVXHpn/85Tnv8cQzf8yD+IZnEraefhuKxx+K4n2mf7U9PPw07zzwT6RNPhKIoyPf3Y/dVV+GUf/5neHQRuuvf/735N3iZaDQn9r/lLfjz00/Hq3/4IzDGMH7CiVVz4nEGfPOMM/CGiy7C3XfcgT9/4F7M1syJp9/6NmSiUZz14H1gXMXB8fEFf+vdH/0o/mNyEj3/+m0AaGtOPPrJj+Hsz16Ni6ZncEWxhEceegiuf/u3BXNi/Xe/i6uKRUxecA4O3B3HGZ++GoA2J57+57/Hn/34V3AnNXfix1/5Slx092MI3nIfAG1OeGbmcOVPbsL7CiUc/qd/wsjrX29pTgSfeAIfK5Ww96/ej8z3n0TPTbfjA3NxPHji8Xjm9lNx4pf+G78P4FXrN+DhF1/EGVdeCaXFObH1K1/BG/N5nHn8cTgy9Er4PvYZAMBfpDP40pvfiPJ1jyF4SBOTaz/0V/hEOINj3vMeJN1uy3PixM9+Fle+9BIUALv+5oMYevRRDO3QYotO3LIZRYcDm5/U7iGTZ5yOQ699LbZd82X8O+dIHDiIu+++G6d/6lNdPyeA5mtFX08PvrN7N9jevRg/ofW14um3XIL0SSfhFVdeiaSi1P97f+Yz+I/JScQ+9w0wxurOi/2pDLbG4zg2HkdmrL/uvHjrZ7+FPxibhPNP/gS/+eIX664V67/zHXynVMLMr2LYVxqsmhdW1grPzBy+vvMJ8MefwAvPP9/SWgEAPe98Jz42NIjhH94EQFsr/Mcfh+/s3g3n9u04cvLJHa8V86edhkOXXYbv7N4N97N7sDadxZfe/EYce9MefGf/YTgvvxyPfvrT6Hn00bbXCgDY/bnPwfnTn+Kkx7R58cSWLSg6HDjpe9/T3vO003DPO9+Jsz71KQBoea1gVlQdY+wPAJwDzV37AOf8F4u+SAKMsUsB/B7n/P3643cDOItz/sFGr9m2bRsXdVsArUbV1VdfDe/5b4ISrnYD5B6+C+psxTio9AzA++qLqs7JP/Eb9BSz+M63v9X0Wq+66io8+9KzeOuHFxr07rjuV5jYX7GEDW4exO9d8Yaqc0qFEn7w6evxrne+C5dffnnDccrlMi677FKcc/6xeMe7X1n13Bf/9TY8/2xlB3XcCWvwD//vTVXn3Hrzk7jpZ7/Dj370IwSD1q2I5XIZH/7Qh5CIT+FLn3oLrv4vLWPykx/W/l7fv+F3uO2eZ/Ef//Ef2LJlS7O3asrIyAiuvPJK/MEZfXjTKT34/J2aLv/IxesBaOb5T916CIH+Dbjmy19ue5wvfelL2PHAA/hobxgKY/jmrGbyfn9PxcVQ5Bz/MjWPt7ztbXj/+9/f8L0YYzs5513bHcM8J+655x5cc8018F5wiRFDaSZ794245KLX4YorrsB1112HW+66G77Xba/7vsX9z6K4Zyeuv/56RCLVpWj+4R/+AbPZWbzhyjfWfa2VOWHm9q/dhr5AH77whS9UHeec42/+5oMolhL4xFVvq1tJ3cq8AICf/nAH7r7jGXz3u99FT0/zUgYTExO48sq/wBknDeHDV5xnjPvZL98FoDIvAGBkLI6P/9vtOPfc8/AP//APTd+3lltuuQXXXnstPvmmDdjYU3HV1M4LwcMvJfCth8fxb//2bzj11FMtjfHCCy/gwx/+MC6PBHGytzojsd68EBwqFHHdXBKf+MQncPbZ1fvlbp8TwMK14tZbb8XXvvY1+C76fbCa6v9W1go1MYfcA7fh4x//OM4555y6Y95777340pe+hLf93XZE+heWb7rlqzcjO5fFxRdfjDvvvBO+mA+X/M1bF5zHOccPPnk93vbWt+F973tf3bGuvvpq7NnzBK7+ymUL5oXVOXH3HXvw4+sfxbe//W0MDFiPU0ulUnjn5Zdj+xtOxt592t9NzIlPfuFOMFcU11zT/v3bzCc/+QlM7t+Lz7x5Q9W8+PSth9C78QRcddVVHY+RTCZx+eWX4zUBL87wevCzuLbR+8NIEPPlMr43n8Lf//3f48ILL2z6Po3mhSWXJOf8Bs7533HOP7xcokxnBID5zjMMoKWmkiJQvF41Z0ttNtxexOPzi47TaUCn0+1EKBZatDfnwYMHkc8XsPmY9lxRm7dor2s1lfjuu+/GS/v34/Ltp8Ndp9/h2994CoIBD6677rqOTLr33nsvGANevaX+35IxhnO2hPH8Cy+03MfUzHPPPouNTmVBSQAzLsawzumQ3g90KRGBvHWLaAKWCmkKxHvUxnGoqooXX3wRvW269evRt74P+/btW1C0df/+/di//wDOf+3xbbW3MfOa154AVVVx7733Lnru9773PTAGvPeybYuOOzwUwZtfdwLuu+++ljPFHn3kEQxFPFWirBkvXx+E08FaypgUrnp3i38+t/65V0oCgM+niTHeZuiCWD/8/sbJE2L+efz1518xV6zqMFDM1U8kYIzB6/c2TCzhnGPPnj3YesJgR/Ni6/FancxWe+Pu2rULKuc4tU45p1NPXIN9L+yzJSmGc44Xnn8Bm3sW3qc293qw74XnbSlZMzurhT+scTrQ73TAxRhcjKHf6cB6PYO5k9ZoDYUZY+wh/d8kYyxh+kkyxpYrgu4xAFsZY5sZY24A7wDQUrFb4z+/TtFAK202mMuNQj7f9ObDOcfU1BQCLVQ2r4c/Gli0x56o9rxxc3uLnnhdK4UDM5kMvve97+H4Y/rxqldsrHtOwO/GpW85Fbt378bDukm9HX7z0IM4ftCPqL+x1/3Mjdrfud1WNOL/q8dCWnzMoWDSQozh0YIRm+eo//e1UkjTQH+P2ni/+fl5rTBwb2dxNGZCvWEUi8UFGbki/uWMBt/LVhgYDGPdcAxPPNG8efrhw4fx4IMP4o0XHo/eWPMMRsHbfu9kBAMe/OhHP7J8Paqq4pm9z+DkIetNtb0uBcf2+fDMM9YXUhETVWpx/RLypVNB3C0YgqrYZieI0uLCTNQ4c3vrb3hcXlfVxsjlbTz/XD5XQ3EzOTmJubk5HLt10OrV12V4Qwwer6vlmLCnnnoKHo8Tx9ZZp049YQ1Uzm2pqTk5OYlkKoVNvQs3Lpt6PUilM7ZUDBCbT3+dxBAPY3Aw1lGiQUNhxjk/V/83xDkPm35CnPPOUkjahHNeAvABAHcA2AvgJ5zzlqR7LpfT+vvVy0CzYh1wOo33aUQ2m0UhX4A/bP0GWg9/2I+Z2Zmm5xw6dAhOlwP9A+0teoGAB9FYoKUeoD/5yU8Qj8fx7j98RdOb8GvPORbr10bxne98u60igqOjoxg5MoqXDzevQdUTcGFzrxc7djza8hiAls5eLJXgWyT7DAD8CkPaYoHho4FKYLINhU8bBDuLG5Q3aM3KYwXxXrXC7KWXXkJvXwjRqDWBtBhbju1ftNXNTTfdBKdTwZtee4Ll9/V5Xfi91xyHHTt2WE4wmJ2dRaFQxFC4tYKnayIuow2dFTZu3AhFUTDSoqVopKid30noQjch3PG80F5iES/kqt6nHoVCAYqiNOyl7Pa6qzZGjQQcADicjob3WWHl39ykLZkVFEXB5i19eLbF0hO7nnoKJxzTD2edz3nMxl643U5bWuwJA8OGnoUWyA0xb9U5nSDKknjrrBmMMXgUxXIh+npYqWP2f1aOLRWc89s458dxzo/hnP9Lq68vFAoNywJYsg7or23WT0/sWtwWM5oa4fa6kEk3/88dGxtDf38YDotN0usxsCaEsbExS+dOTU3h5ptvwrlnbcIxG3ubnutwKPjj3385xscn2ippIapMn7pu8eKgp67144XnXzhq0qG7hYpVwIbq2w0sBMI11uw7WsgVqsIICrnmVgqxkNVmyE5OTqK3v7WCzs3o6w8hkUg23Ijlcjncf/99eNUrNiIcak14vu68rVAUZrmY7cyMtkmLNbEe16PH70Imk7XcA9Tr9WLL5s04UGxNmO0vFNETi7UUe9TNRKNRAADPZ9t6vXideJ96lMtlKE57ihwoDqVhxvi+ffvgdDqwbri9tk9mNm7uM9rjWSEej+PwyAhOOq6+tc7lcuC4zX3Y06DUTiscOHAADMC66MK1d13UDcZgSwcX4RVwNTBMuBXWUaUAK9+Ik80PGGNOAK9oe8RuQLKlXXxhHW3UijHjcDkXvZlOTU2ip7cz60BPTwBTU81dpoIf/OAHUFUVl11yuqXzTztpCKeeMIQf//hHLe8gdu7ciYGQGwOhxS0EJ68NQOW8rdIfLpcLiqKgYMGikOeAz2uf5We5CYc147fY3XcCz+eq3lPg1K3Mqtr472s1lkagltWq9xbkcln4mlgVWsWrp/Y3EmY7duxANpvDa17ZupUoFvHh9JOGcP/991lqcC42fH53a/eVgFuper0VXvmqV+FgoYR5i/FieZXj+WIZr3r1q1eMKzMW05LDeK5NYZbLwuvzwdvkfsEYA28yL1oaT+UNS3O89NJLWDscg9MGEbh+Yy9KpbLlDjiig83xTeKgjz+mH/sPHOjIygRoMdf9YQ88dT6n26lgIOyxRZgZm80GzzuxeGHhZjSLMfs4YywJ4DRzfBmACQA3tT3iMqMoSmfBfxZq0xg0uD9ZtQ5Yub/F43GEO3SZhsM+S5am8fFx3H333Xj9uceiv9d6/Nxlbz0NyWQKv9RTnK1QKBTw9K5dluNptvR6EfA48bvfNY8HqgdjDMFAABkLN8isqiIUXhZPvhT6+7WbpZpt3s/PCjybhs/vX2AxEwtTsYkVrJVYGgAo5rWbngjQrkKCLmgkNn7zm98gGvbhhDZdRK96xUZMT89YSr4R8UhCaFlFCLlWFr3XvOY1AICnF7FcCvbmCyiqqvG6lYDX60UoFAZvc27wbHpR66HT6YRaVm0JSFdVteG6dOjQQaxbF+14DABYN6wJVqtdJZ577jk4HAo2r29srdu6pQ+c847bJh0+dBBrw40tymvDThy20LpqMUSMeaPoFwbW0f9psxizf+OchwB8oSa+rJdz/vG2R1xmPB4PeKnU/h+tXDLepxGGhaBUf7dp1TpQLqlwLBKQnkql4A90ZiHwBzwoFIqLWuduuOEGKArDJRe31GwBx27qwxknr8WNN/6iaWyemaeffhr5QgGnWXBjAlqPwJPX+PDYYzssWR9qiUYiSFuxWqgc0Vj7leu7jcFBzb3A051nRKmZFNYMrllwXLhycunG//etxNIAQC5VP37H7fagkLevAHAhX9bfd+H1lEol7Ny5Ey8/dV3bfQ5fdso6KAqz1ABeCDNfixYzfxsWs6GhIWw99ljszlvb9e/OFdDX24MTTrAeZ3c0MLhmEGqmzbmRzWDNYPNge6/XC845yg3WilYoFUp1Ew0ymQxmZ+ewZm3jWLdWGBgMg7HmXQbMvPDCC9iwLga3u7FgEmEx+/bta/u6yuUyRsfGMdjEw7Im7Mb4+ETHmcNCPzTaAzKgrXVIYKWJ+ccZYzHG2FmMsfPFT9sjLjOGWbnN/xheLoExVvdGLRCTo9jgpmbVOlDMFeBfpE9dsViEq8kX3gou9+Jxc4lEAnff/Wucd/Ym9LQRWP3Wi09CIpHEfffdZ+n8HTt2wO1UcMKg9bFOHw4gHk+0tesKR6NIW7GYYaGr7mgmEonAHwiApzuPzWOZJDZsWL/guNfrhT/gR3q+c6ucID2fRiAYWOAmCofDSKc66wJRNU4qB6fTUdcd9cILLyCXy+G0k1rrUWsmGPDgmI29llzw8/PzAICQpzVhJs4Xr7fKeeefjyPFEmYXuVfmVI4XiiWce975HTXi7kbWrV0L1obFjHMONZ3E0FDz74axViziurdCMVesa0EWWYjtJojV4nI5EOsJWuqAwznHiy/uw+b1zTezwYAHA32hjgLzZ2ZmUCqVMBhubG0fCLpRKpdt60pjjxN6IVaC/98P4AFomZCf0f/9tKTrkU4opH05ebHNm3chD38g0PQG5Pf7oShKQwuBVetALp1rmtEDAOWy2rAti1VEUHazXcSvf/1rFApFvOGC9hpQn3DsADYO9+DWW3+5qLWSc45HHvktTh7ywd1CTMSpawNwKK3VbBL4fD4ULfjACryB++wohTGGDRs2gCfnO3ofXiqinE5heHi47vNrBtcgOdu5VU6Qmk0a1j4zsVgM8Xjn8XKC+HwW0Wi0ritzr95+6oRjOwt2P+HYAbz44r5FY1Lm5uYQ8DjhdLQ238O+9uoqnXnmmQCA/YXmFsjDxSLKnGPbtq6uH9sWa9euRTmdBG9xI89zGfByCevWNW9/JO7vzazJVlBVFbl0rm6iwfT0NAAg1tNZ+SYzsZ6AkYzSjJmZGaRSaWyw4EbdsC6Cl15qX5gJodgfbCzM+kPac52WzLASR9lJrKWVVe9vAZwJ4CDn/EIALwNgj9xcBowU6Hx7E4EX8otaTBwOB6LRKDKJzgIZs8ksenuaZz4qigK1w/gEEXzayG3KOcfdd/8aWzf3YcO69tx4jDG89pxjsH//Aezfv7/puS+99BJmZmZxxnBrN5KAx4GtAz48+mjrwszhcMCK4VlF4wDbo5XNmzaBJ+MdxUSoSa1sxebNm+s+v379eiSn7MuYTUwlsH54oXWut7cXiXgaJRtcQwAwN5dGX1/9GoH79+9HTyyASIvZmLVsXh+zFEw9MzPTckYmAIS9DjAGSwupmXXr1iHg9+PwItmZh4qaF+G4445r+dq6HbHRaNWizFOJqtc3QgipbLK9BANBPp0H57zuRl6UlAlH7EtaikR9mJ2bXfQ8UYZp/drooueuXxvF2Nh420HzouZnbxNh1hfQ5o8dtcxkYmWFyXHOcwDAGPNwzp8F0J7ZpAvo7dWETieZNv0NbtRmBgYGkJ5r33XDOUdqNrVo8KjL5USpWH8Rymarkwyy2fquyqL++toMN8HBgwdx8OAhnHvWJusfoA6vesVGOBwKHnjggabnibYop65tvezBaWsDOHx4ZNHCvLUUi0U4LBimHYytqCbmgFZ3Si0WwNuNpQGgxmeN96rHxo0bkZxLLloGwwr5bB6p+RQ2blxYRHZwcBCcA7Mz9rhNp6fSGKwTNwcA4+NjWNPfuRVizUBYf7/mrqG52VlEvK1vChwKQ8TnMqqVW0VRFGzYuHFRV+ZsWUV/b2/TQqpHK+vXa+JfTcUXObMasVERr2+ESL5Jxzv7vorX11svRGyiv0F3gXbw+VzIWkgmEd1Y1q5ZPPxj7WAYqqpajl2rRdzze5psXmJ+FxjQsSvTyiZWSvC/iRHGWBTAjQDuYozdhBbbIHUTYvfbbqYNy2ca7qDNrF27FsmZZFtjANoOqJArLBqj4PP5kM3W32FkM9WdDLKZ+otiNqsVOWyU0PDoo1rh1jPP2NDCJ1hIKOjBSVsH8cgjv2163lNPPYX1MS8ivtatAyev9Rvv0Qrx+Xn4LZie/eisonM3snXrVgAVcdUOanwGwVDIWGhqOeaYYwAAs0das9rUY3Z0tuo9zaxZo4moyYnG/0dWNyylUhkz00njPWuZm5tDNNy5FSKiv8diMWCJRBzBFuPLBAG3w2j/0wqRSAQZ3nxeZFZYQoyZ4eFhMMYMoWUVNTmPQDDYtIYZoBkKGGNIz3Xm5hevrzf/ROywq8WkkWa43E7kLdTFO3LkCHw+tyWr8pC+QWlXmE1PTyPsc8HVpF6i08EQ8bs6FmYisF9pEP7CwOUKM8752znn85zzTwP4BIBvAdje9ojLTDQahcvtbss6wMtllDPphjdqM8PDw0jH021bCOJTceN9mhEIBpFO14+X8/mrOxn4/PVj2TLpAgIBf0Of+BNPPIFN63sQi3QeW3XGyUMYGTnS0KJVLpfx3LPPYutAewve2ogbAY/TiP+xyvT0NEIWYvVCDJhq0RrX7WzcuBFOlwvq3HT7bzI/ixOOb9yfUri5pg51HgUh3uP44xca7kVMz8R444XU6oZleioFzjnWrl1b9/lcLgevp7Hb5Hs/fRwHR+ZwcGQOn/3yXfjeTx+ve57P27xWmnHd2Sx8roW37B8+PolDc3kcmsvj83cexg8fX/j99LlYWzWi3G43iotYkoucw90kS/1oxu12Y83QEHhivuq4EokBThfgdEHpGdAem0nFsWnTpkXjjJxOJ/oH+pGY7myzl9CNAPXWJiODsMm1WN2sCJj2xote1/j4OAb7gpbirQZ167OVpIJ6TE9PI+a30FbP5zDi7tqlIszqo4B1lPnZ1CTBGFMA7OKcnwIAnPP72x6pS2CMYXBwEGOZ1nePPKuJucWsWEDFhB2fjKN/Q+s1juKT8wCADRuaW6l6Yj1IxOv7y30+N3K5Wdx8883642jd8xLxrFFMsZZisYjnn38Orz93oXWiHU7Uqz8/88wzdc3uo6OjyBcK2NzbXoVqhTFsjLnxYgtp16lUCvPxOPqDiwvPPqcDO0ZHUS6XFy1lcrTgcrmwdetWPD/WnuDkhTzKyfmmpRJCoRCGh4cxebBzUTt5YBLD69cjGFzoRoxGo/D7fZgYayzMxIYFAO688070N8j8HR+dB9B8c9RsvTk4MoeMbs3e+0Lnn7tcLkOp07Xk8Gwe2aK2UDw3WT9EQ2HtNRfP5/NwL5IU42IMeYtlcI5GtmzejMknq/s4uk/eBjWuJVN4X31R1XOcc/BkHFs2v8rS+w+vG8bBic5qayWmE/p3f+F32aV3sCmVynC56t+zzJsVAHj4t/c0HU97r+a1BgFgcmICa3qthaQE/G74vK6Ww1AEM9NTiPkWvydH/Q7MzHQmzIwi8g2mxv9v782jJLnqO9/vzch9q31funqTWqjVgGj2TWAQNhhoYbBgwDZmGJnn8fMZL8+GwRvmMWdmPBgzjzEgG4w9MIBtpDYDAmQWgcF4AIEACwRoa/VSe+6ZkZEZEb/3R8SNjMzKJSIyorqW+zmnT1dFRubNzIob93t/qwQaKuSlr8WMiHQA32WMDefD2mMsLy0BVffCTC8bu5pBmTYArPiXwnrB9TgAkF/LI56I93QNccbHx1HID5dkkM/XMN4jyeDixYtoNJo4vtI/CcEpy/OjiISlnmnRPAB6fsR7bbb50air3oC8EvS0g04NM2Y/Oq/m9r3K6euvh1bIgTzcTLS8YcE6ffp0/zFOn8bmhU2rar8XdE3H5oUN3NBjLMYYFhcXsdZPmCXas6ITie7XGn+NXsIsFotBGZCx6AT+Gv1qIwJmoo/HKvE69U7u6Ue1WkXUtJh9ulzFqqpiVVXxl7kSPl02wkFijLmqkbbfWFlZMTIzVWdB6VSrQFebXWMgu7G0tITiZnGoDgDFjWLPTTzPIu9lGQace1c49Xqzb0cDwBCom1ubmBh3FnvIGMP4WMqzmzGXy2PUQXLMWCKMnMsM5U64MAv32JmF0b/81CCcxJjNAbifMfYFxtgn+T/PI+4BlpaWvKVAV5y5FwHDpByNRZFf83YBFNYLOHLkyEAT8MzMDPK5CrQhFrvtrUrX0gNAK3hzYbZ32Q6nLhvAKM0xN5PtmYHGd0v9Up4HMZWOoK4ojmPBeNX1hcjgST1vijcnldr3E6dPnwZIh553f1PUt9chhcNWrFovbrjhBjTqDStGzAvbl7fRVJq44YYbep6zuLiE9dXh4wDXVosYGxtFKtV9x5/JZFH2oWYaf41uFkA78XgcddXbPFdUGriQdmN7awsZMwt5talBIaMt2aNNFatm0lBGYq5LcewneKax0zgz3Sw90ytDuZOlpSWoDRWVgjdxS0QobhR6JhrwOLdyqbdV0+lmhVMq1jE62j+uUJZl1OuKq7qX4yNx19nDgCGUypUKRuOD7+EjiTAqlepQvSz5c3uNFmEMddl7pq0TYfY2AD8L4I8BvNP2b9+ysrICEFlCyyl6uYDJqSlH2UehUAgrR1ZQ8CDMiAiFtQKOHR3cf292dha6Ttje8japa7UGyiW5p3uW++Kn+pijucumJjfxw59s4MKl/p95cizZ05Scy+UQkUJWtXIvjLqs2/TAAw9gLBxG2kEZjOmwhGgohB/96Eee399e5LrrrkMoJEHbch/fQdsbuO7UqYEWnzNnzgAA1h72FkMCAOuPGM/tL8wWkc9XB8bJDGLtShGLXUpycCYnJ7GVH67MAQBsm9nbg5KK0pkM5IY3YVZr6lYNR6cQEXK5HLID6qaNhEKoK4qV/XfQWFlZAYAdcWa9oFIBjDHHFjP++l438ZV8BU2l2VMI8koEuZx/f598rma9bs9zzPvvqIuWgaMjCRQK7r8HPpaThLERj3X97NTrdURDIYR6NTFnCFaYEdGXu/3zPOIegE8E3eFEsygXcLxHOYBuHD16FPm1vOvsjGqxCkVWrPfZD269WzXjYdyytlpoe50d76VaBWOtAGU/SCWjPW/i5XIZqZjU1VLoJMgZgJW55tRi9sAPf4jFPpk8dkKMYTEcwg/NxrwHhWQyiZPXnARtu4vvoEYdWjGHxz9+cFP7sbExLC4uYn0IYbb28DoWl5Z6xkQCrfjOfnFmgyAirK0W+5Y7mJ+fx/pmaajWKwCwum6EVQwKkchmR1BWvAUUl+uqa2FWqVSgNBoY6RLX1va+zLnjVzX1vcb09DRi8Tj0srOFXC/lMT0z49hCyT0j+VVvQoE/r9d6wRMCtja8Vwmwo2l632xl631xseSizt9IJo5CoeB6zWwJs8Huen7OMMJMlmVE+ySLRZm3ZBuOk8r/ZVsT8zpjTGOM7et6AfPz84hGo9BLzv8wpKnQKiXH5mnAmChKTXFdPLCwVgDgzBTO4wquDLBS9eLKpULb63TCG+MOU8W4k5DEoPdwI9dqta6ZZ0AryFlu6vjRhoyLue6m6Lj5fCcTY2trC9u5HJZdtLVaioTx6IULjvt+7hdufOIToRW3QY3W9zoo+0zbMhJPnvCEJzga48yZM9i4sOEpzozHl53pYy0Dht+sAECxKKNWU/oKsyNHjkBVdaxtDhdfdXG1gEwmPbDLx+joKMqK+zgkRdXRUPWBpRs64UJrZMCmZcS0NHtxQe0HQqEQjhw5YrkoB1Ip4piLdSKRSGBubg65K96+v9yVHBhjPYVZOp1GJpO2NuHDsrVZhqbpA0N6+MY4k3GesZtJx9BsqpBdWpt4qZmsE1emeY7bFmV2arUa4qz3vIgxBnmI9cGJxSxja2IeB/BzAN7jecQ9gCRJWDl61FXdJr1UAIi61k7qhVcTNT/fiSk8lUphenoKFx/zFrdz6bEc4vF4z91PNBqFpulDxbB10mhqPdPrFUVBNDycCOTPdxJD8MADDwAwxJZTliNh6Lo+VMPdvcjjH/94gAiazWoWvf4sQtkxhLJjiD/jhYhe3952R99aQzwed1z1/fTp02gqTU+LUO7K4PgywMiaDoclrF4uuB6DwzMy+wkzvnF6xOPc4zz6WB7Hjh0fuPkZGRlBqe4+2aAkq9bz3cAtCoPKyPAYtAMdZ7ayAjjojkGaCq1aduTtsHPixAnkr3j7/nJXtrGwsNDTQsfbrl0ZYj7Y4a8zqHguTwjJpFwIM/Nct8kkVh/Z+GCLGT+Hd0TwgizLiPWZFrGQIcy81jJzHchDROcBPN/TaHuIkydOAGXnbka9aCwkboQZt0K5zcwsrBcwMTnRM+i4k2PHjuPiBW+Lw2MXtnH06ErPNkM8ILnco1aaFyoVpadbRVXVninITgmbC4mTdOWf/OQnkBjDrIOMTM6C2SHBS7P0vcy1116LaCwG3UWcGW2v48yZM44z/rioWn/EfUuUNfM5g7I/w+Ew5ufncWUIi5mTxWd5eRmRSHgoYdZsanjsSmFg4gRgCCulqUFxmQDA3Z9uLWZ84UoNiL1Mmxa1YSwQe50jR45AbyjAgFZ+VCkBRI7jyzjHjx9HpVDx1DMzdyU38PpZWTmKK5fcuwi7cfmiISAHlXLi4io5IJHATsrMBnUrzKy2U7skzGq1GqJ9vssYYyAizwkGTlyZr7D9eyVj7D8juKbqu8bx48ehN5sgh2Uz9GK+b2XzboyMjGB0dBSFdXc7oeJGAUeWnU/sEydOYH2t6DrYWdd1XLyQw/HjJ3qeYwWOFoYryWEnV5B7lufQdR3SkG5THpDpJPbnoQcfxExYakt77lUWgJOWQhgJh3uW/NivRCIRnL7+elDOmWjS5Sq0atlRfBlnbGzMiM161L0w23hkHfPz833jyzhHjqxg9bL3G+/q5QLS6RTGx3vX0wuHw1hZOYpHLnoXZpdWi9A0vWcrKzvc4lWuu4sz4+cP6vHbCY8DTQywmEVgzLmDGvwPtETIIHcmz9wcJFo6OXHCuAdvX2q3JI/PjSMSjyASj2Dm6AzG59qvR7kso1aqWc/vxcrKCmS54TlJzM6liznMzs5YZTh6weOT4zHn3ggu4tzGZ5VKJUTDIUTDg21NESmEeEQaqoOLXKsh2medipmPuXXJcpxYzF5q+/ciAGUAL/c02h6CX8iO3ZmlHE6eOOE61mp5eRnFDecLhK7rKG4WXe24+Gd57II799D6agmK0uy72+Iuzs0tf266uk7YzFV7lucAgAH1LB3jZHf4yCMPY7YjhqZXWQA7MyGGRx5+2J83uoc4c+YMtHIRpAy+oejb69Zz3HD69GlsPrrZJpwHLUC6rmPzwuZAaxlneXkZmxsl1OveGiJfupjH8vLgcjVHjx7FxSEE4GOXjU2bE2HGhVXVZQIAt5i5dWXyRSU24DtgjCEeCg0V7LzX4ffjQT0z9UoRIUlyVITcDvfEbHe4+J/80qdgfG4c43PjeNFtP40nv/QpbY9vXzKy2wcJM+52vzSk2x0wLGZHHVQM4J0xQg46qnDiZvyXW0FTqVSQdiEAUzFvLco4siwjNiD4HxjczaMXTmLMftn2798R0TuIaN/3pFleXoYUDjsSZqRp0ErFgRd/r3GKG4NjEzjVfAVaUxvov7fDhdWFR9xVM370UeP8fu5ZLszWNv3J6CmUZDQaat8blw/WdgD9W5AARgZosVR2VFi2k+mwhCtmB4CDBHc1ag6yM7XtDSRTKddum9OnT0ORlTYX/6AFqLBWgCIrA+PLOPw9eYkzIyJcuZx3FCe0vLyMcrWOUtnbDfjKegnhsLOFnAszt5mZXMi5zcpsNBpgAJzMjjBjVtHNg8jo6CgSyaThquwDVUqYnZ11VBXfTjqdxvz8vCW0nLJ1aRuMsYEhNtyCd9ljkhhHUVRsrBcdzQ1Zlvu2LOsGP9+toKlWqz2TxrqRiAy3kVDqdUT6WBCiQVrMGGPPY4x9gjF2v/nv7xljN3kaaY9huCFW2jIze2WgUbkAkO4qvoyztLSEptJ0nJlZ3CxZz3PKyMgIJicn8Ngj7ixmjz2yhVgs2nesZDKJkWwW61v+CLN1U+D1WogkSRraT66bym5Q3BOv3j/hoSL6hBSCqmlD91zbaxw/fhyRaNRZ38zCFh533XU94xN7wa1e6w87d2fy+mVOLWZ84fCyEOW2q5BrDUeLD7+ON7e9WZQ3tiqYnp52FKPHhVnFpTCrKDokKeSo/qIdVVURYsyRl0BizmI69yu8o4Q+QJihWjI6y3jg5MmTyF12Z9HavryFpeWlgaU5kskkZmamrfgwr6xdKYCod2kOO4qiINqR7T6oGHnMbLTuVpjVajXEI84tc157x3IURUG/4fhjXqv/97yjMsZeAuCDAD4F4N8AeC2AuwB8kDH2Yk+j7TGOHzsGlFsBkb0y0Lh4c+Ju6ITXJnLqznTavLyTEydO4sKjLoXZhW0cPXp04KIwMzvjeeHphL9OL1dmKBSCNkRrEgDgHrJBn4uXAxh1WMPMzpj52getdlM4HMbJEydAhf7CzOiPWcR1113neozp6WlMTU9ZYssJ64+sY2p6ynGM5+zsLGKxqCdhduWys+BmYPgYzHxRxsRE/8KyHK+uzIqiIZ1y1kjaDhG5iirwI7B8L7O0uAhW6x2jRboOvVp21LKvGydPnkS1WHW8iSci5C7ncM1JZxnRy8tHsHrFu9sdaM0NJ1ZyQ5i134MHFSPnvTzdBs3X6zLiLrL5Y+HhKvM3VLVnOyag1arJd2EG4P8BcI6I/oqIvktE9xHRBwGcA/C7nkbbYxw9ehS6UgfV+/+B9FIesT4lJfrBBRYXXIMobhaRyWZcux2OHTuGjfUiFMWZO0HXCRcv5PsG/nMmJ6eQLwxf4RxoLWC9qkaHw2FoQ97fVYcWM57en/UgzDJm6mguN3zMxl7j2muvhV7Kg/okT/AQAKdlMjo5c8MZbDy64ag/IOmEjUc28PgzzpMMQqEQlpaWrIXEDby2n5PFh8dtlTy2ZipVFMfZkum0Ia7cujIrioaREXeB/4BhJXIzFf2sdbgXmZ+fhyZXQVp3yyDJVZCuexZmrQQAZ1b4arEKuSI7DrFZXl7G2mphqNJHq5cLjl3vzWYTURfuRQCImmWL3Aoapa4g4iKdPyqFoAzIsO0FkdGgvJ8O5HZCr+79ft/aLBF9t8ub+h6APpHb+wer1cbATBujb6Vblw1gCJBYLIbSlrMMkNJmCYsL7qxlgCHMiODYVJ3brqBebzgqYjs6OopS2Z9yGaWKgng83tP0LkkShi2Zxi1u4XD/YFCekh33sKAkzeKCB7F584kTJ0Ca1rdlGRdmXuIuAcMlWa/WUdgoDDy3sFFAvVZ37MbkLC0tY81DYP7qlQJGR0ccbY54SRuv7Z9kWXXsYpQkCelU0lPw/8iAvoa9xtOdlhPy2CR9P8EFV69Mfn7cbeA/5/hxo5bd1mVnno+ceZ6TUiuAYSTQNH2oDgCrq0XMzc05+ls3Gg1EHGRJ2uFCzq2gaTQaiHRssPt1iolI3mMidV0HEUHqY0/mlQW8uvf7fWv9fFcHIi/ayrQZVNG5UsKKywBnDmMMCwsLKDm0mJW3S67dmEBLZDotIshdPE5iBdLpNCo1xRdXRbXWQDrduz5bJBIZ2pXpVJjJsoxIiHkqz8GDOw9iJhp32ffrjKGX8piYnHRt2eVY9cwctGfi5zgN/OcsLS0hn6+iLru7ARutmJyVO+AbjHrD2w24rjRdNRfPZLLuLWYN8vR3CofDIACag3mvErkOeN9vcMGlV7tvxnTTzelVmCUSCSwsLDguvrx9edvoyeywmC2PJV5b8+7OXF8tOZ4bzWYDYZeJVZLkTZhpmopOx0e/TjFSiHkWTfy99TPQ8U/tNTmsnzA7zhj7ZJd//xuA+2CrPUg2m0Umm+0b0EkNBbpSdxWM38ni4iIq24MtK416A3JZ9mQKn56eRjTqPKaGt3ByEkeTSCRARGh2KRvhlrrS7Fv/JhwOQx1SmKkOhZlRzNab+4VPymH7JO5F5ufnEY5E+veSddl2ppOZmRlMTk1aRWP7sfbIOianJvuXWOkC3+Csu1yI1tdKjudgKBRCNBqBori/yRMRlIbqSphls1lUFHfXXKWuua5hBsASWqqD6XgYhBkPZaEecWZUqyASifStfTcIIwHAodfjcg5Ly0uI9eii0smwrcpUVcPmhnPDgaqqri1mjDGEwyHXoknX9Z4NxbuPA88uXX7P7/fJQgFazF4O4J1d/v03GHFmB4KlxUWg2luYcdHmxYrFWVhYQDlfhqYawqZXzSbu7pyfn3c9RigUwsLiguPGzWurRYyPjzlyo/CJrzSGF2aNhoZYrPdC5Isw05wJMz84iAHPkiQZGWg9LMmk69ArJddlMuwwxow4s0fW+36HRnzZOs7c4K5WGtCaR2sumpmXy3VUK3VX8z0ajaLhYdOiqoZLxOnCCgCZbBbVhvMFhYhQVVRPwoy/L9VBpFlT1119jv1IOp02SmbUergyaxVMTU97CnnhHDt2DLWSETs2iNxqDiccxAhz0uk0xsZGseYxAWBjvQRN0x0bKVRVtSxgbpAkybWgISK42WOHABB5E2bcCtZvUx/qONctPb81Ivpyv3+eRtuDzM/PA7Xenlk+Cb2IJfsYRIRyznitXjWbykMIMwBYXFjE+pqzWDbDKuBs8eE3XC+LTydKQ+17A49Go5aw8krTfP6gHfwwIpC/xd0Qf1eDI8vLYH1iaUjXXVc37+SGG25AvVpHsU+cWWGjgHq17rqILWDMI8aYK4vZhnmuG6t1PBaD0sWVWZMNN+XLXvYyxONx1Dpcqvw5bgRNOp1Grel8QamrBJ3Iaq3mBm7JawzYfKhE0OHuc+xXZmZmoMs91gu5ijkPCWJ2eEmm3JX+SUVyWYZcll1XClha8t4zc9Vhj0yOpmqQPIjUsBQKvj7kEHkqXDT2t5gZ/wfhyjwUzM3NQavXQD0Uul6tgDGG6elpz2NwoVUekABQ2h4ueHR+fh7bW2WoDnrpbW6UHQvAlsWs+3c0aAGy02hofV03kUgEDZe9ADtpmmIrGu3foy0WixmLigerF1+sBrUl2a8sLy9Dq1VA6s6/Ja9+Pox7H2jFjK31qWe27rA/Zjei0SimpiZdWcz4uW6EWSweR72LK7MmN3DzzTfjtttuw80334xaR4IAd3+6cWWmUinUXFjMZNPK7baGGdC6tgcJs4M+F+zMzsyAyd3jSkke0NHEAVxo5Vf7uzO5cHMrzJaXl7F6uQDdw4b0yuWCVc/NCZquIeSh8XEoxLwJGjcfaYi9P39vXDx1a+HHEwOCcGUeCrjgoh67IJKrGB0bGyp+ggut8nb/bJjydgkTkxOed56zs7PQdUI+1z+erS43US7Jjst/8Buu3ENwDVqA7MiK2vcGHovF0NR0T2KJ01CdCTO+WCkexlIO+GLERVe3Sufkg3sfMKwP4+Pj2OjTN3P9kXVMTEx4XvCWlpaxttr+GZaWx5FIRJBIRHDNqVksLbdiglavFBEOh12Nl0ymIHdp/ZRMRHH33Xfj9ttvx913372jmXPNfI6bayiRSKDe0By70OvmJsfLdcoFozJgEedzwY3A3K9MT08bZTE6vn9Sm9Abiqteyt1Ip9OYmJxAfrW/xSy/ZjzuJKvezsrKChSliW0PBcMvPZbD3Nys47+zrumQXLRj4oRCzHXsboiFXGktHQBj3uSPJcxMV2a3Fn78lb3GIDtpYv4qJ8f2K06E2fSQky2TySCZSlquzF6Ut8uYn/PuMuWLydZmf2G2ZU5Kp4sPLwlQrXUXXIMWIDvVWsN6vW5wUdocwp3JLW6DbiA8U63mYfdYMyec16zEvQ4XXd0SY/RKCWPj40OLUsaY0TfzwmZXoUFEVn9MrzWylpeXsb5abLtB3vq6p2HpyASWjkzgt//ji3Hr655mPXblch6Li4uuSj+kUqmum5ZkIoJ6vY5PfvKTqNfrSCbaN3d8A+PGzZhIJKATOXbB802KF9HE/77KgKG4cPNildtvTE1NQVebQLP9XkimFW0Yzwrn6MrRtnZl3civFTAxMeHaRc2F3MUL7cKv32aFc+liHseOOe9+o5MO5sFnyMDcx+4yd/G+RHDVw9MOt4L1u0NwQ2EQdcw4b3F4bF8yOWlU3e5VZJYp9aEnG2MMc3NzAy1mlXzFsxsTaN0Utrf6C7Oc+bjTz8WLaJar3QvyDVqAOLpOqFSVvs2U+c297iKOphP+3EELBX8fNQ8WM/4cL0HV+4G5uTkwxqB3S4yploaOL+Ncd911qBarqBV3uoeqxSpqpSpOnTrl+fWPHDmCZlPF5rozC8GVSwXXSQ2ZTAbVmvsbMN/o9NuodMKtwPaNi9zU2kIJZFssaMPMPPNihReuzJ1wi1jnRp7/zteTYVhZWUFxs2gli3WjsF5wXCaj87VDoRAeu9BekqPfZgUAqlUFmxsl920JPWgf5lJkGc9xVwwZgCfRCLTElpPK/74LM8bYzzDG/j8AC4yx/2779yEAgTVFY4z9CWPsAcbY9xhjdzLGRs3jK4wxmTF2n/nvfX6Mx1Obqd4jbqBew9iY++KMnczPzaOS7y2Ymg2jn6aX7gKciYkJMMaQM0tz9NoFbW+7E2b88xdK3iolcypVBZqm9610zsWU3CWOpt8CZKfWNFKnB1kJuDCrejA3V00rgdOq7fuNSCSCqenpHa5MIgJVS1j0WN28k2uvvRYAsHVxZ2urrYtbbed4gYusSw7KyNRqDeS2K66FWTqdRrnqvgBzpWoIMzdWV55sYhdmtYbeHkpgmzvDZCg7dfVzi9phEGatjXz7esEtZsO6MgHjmtU1vedGXtd0lDaKnrKiY7EYjhxZxqMPu+vxe+ER43wv/aJd40nMMbjRckTkOQGgJcx6nyN1nOuWfrP1CoBvAXgZgHttx8sAfsPTaM74RwBvISKVMfZfYFjneAuoh4joCX4OFolEkEyl0OjSnoFUFbraHKouDWdmZgaVf64Y9Va6ZKpUzLiwYYJHI5EIxsZGkTP7Ud76uqfh4mOGyfq3/2OrvWl+u4pwWHIsKlKpFGKxKHL54Yqpbg9oxwS0FqlKl9IcxgL007jtttsAAP/8hbu6vka1oSGVSg10f/HPX/XgyqyYYu6gWswAYHlpCds/fggI2yygSh16szl0fBlnZWUFkiR1zULLXclBkiTXcTR2lpaWEAoxXL6Yw5OevNL3XF7bz+14hsVMMVP2nd/tK6aYc3MNcYFlL8KcjIZw9913AwDuvvtuTCda9xdeqsmLMHNrMTsMMWZcmOkdwkyv18AY82Wt4PGdxY0CRmdGdzxeyZWhaZpnq/U111yLr371HlfXKxdyblqwGWLJQ0iKh6d4CXXwGh7B20WFB1T+DyEAYWa2Y/ouY+x/EZG3V/cAEd1t+/VfALwy6DFHRkaw0egizMxj/VxvTpmZmYGu6ZBLMlKjO10X1fzwwgwwdmyDgv/z+RrGx8cd19thjGFychJb+eEaPmyZgrGfpY4vUuX6TmHWbwGyU6476w3Ix6p4spjpiEWjB3oxWlhYwL3fuQ9spLXYcNfmMOVj7ESjUSwsLiDXJQstv2rEew2TeBOPxzE3N4dLFwf3NOXnuHURZTIZ6DqhJjeRSvZPOLFTrioIhZir2Cw+Z+17iUREQj0v45Of/KTxe7ZlueJJNF7aJVnxnkKYWYyNjSEUClkWMg7Va8hmR3wpn2P1V97onk3M+y57zYq+5ppr8LnPfQ4b6yXMzDpb2x55aBPz83OuYtqMWDH3708ncl0LbjfrSfIG65EBui4SCrluxs5xchU9hTH2RwCOmOczAEREu1H9/w0APm77/Shj7DsASgB+j4j+qduTGGO3AbgNMITOPffc03eQm577XMhNFaFUDF8xe3U9ZyIGGpVA586h2WwOfI1BEBHOnTuHVC6FSCUMphh/1cgl408wF5rDuXPncPnyZaytDW5T04snP/kpUBQZ93/H+By8ewj/HQCOLt+IY0fCrj7Tc597EzS1gW8+sDNWpVwL7fi923nF5iLOnTuHxx57DJcvX+46jqqqOHfuHORUBN+PtS8mWiyPen7TWoC00Sl8P3bjjtc4+dTTuCYcc/T5brnlFqQYsGpbuBr33ANstkz9jdFRrD7nprbnrWgaFkLS0NfFbuF2TvDzXv7Sn8VXv/51AMyYE5kZ0Mw55PN53z77c579HMh1GV/7568BaM2Jp93wVCTiiaHHed7zno+6bU4A3eeFpB/BK14xh/vvv9/V64fDYZw7dw7ffTjVVul80LzITt6AW245ha985SuOx1IUBefOncPF0RhWzQjjSigPoBUjWwmlrXlRX9Jw7lwTDz/8cM85149z584hEwphVQr1nBcZXcc5TccPfvAD/PjHP3Y9xtXEy7y45ZZXQJck/NOXjXKez5mIQX/qjYhJId/mxCtf+UpIUQmRS/3XitXVVdevzRjDuXPncOEnCWyt9p8TnBPHzuLM6ZSrz/fs5zwHsWj7Ne9krXjBC38G6XTG5VjPRTSk4/ux1iau37w4/pQmFjXm6e9VrVZx7tw5sLCEVcZ6zouXqBoy2aynMZwIsw/AcF3eC8CXqm+Msc8D6BZM9VYi+gfznLfCiGX7iPnYKoBlItpmjD0JwHnG2PVEtCM6mYhuB3A7AJw9e5Zuuummvu/nHe94B75x/w8Re85LrMDxz24r0NYvQ/nmPXjnO985VJwLAFy8eBF//ud/jmf9/LNx7InHQDFD4TcXjXC979z1HfzkX36CO+64w7OJFQDe//734/Of/xze/f7XAQA+8xnj+PVPbFmFPvbRu3HNyTN47Wtf6/h13/ve9+KLX/xHfOC/vXLH+/tMst3ilEnqePKpnTuFv/r4t/DVb17Exz/+tz0/o6qquOWWW/Czp8fwjMe3B9J+Rm+3BKb1Cm5Qvr3jNT7y2Qt43I1Pc/T5/uZDH8JcpYRXjbR2gtFC+yUVLRQw95Uvth37XL4EtryCX3r96weOsRdwOycA4L777sPtt98OlhkFi0Tx2W0FjR9+B/Toj3DHHXf41rT6wx/+MO74xB2YOjINxow5oaka7vjzO3DrrbfCyXvtx8c+9jH8/d99Av/9/b+AuJmY0m1e/Je3fxHx6BTe8IY3uHr9b3zjG3j/+9+Pt//Oi3BipXXNDpoXf/aX/4xL6yp++Zd/2fFYX/jCF3D+/Hn855evYCpjWOf6zYtvX6zg/Jev4N3vfren+KA/e9e78PRYBC/KJHvOi3+u1XFXuYaPfvSj+y5L2cu8+Id/+A08lC8DemutUL7yeZy97hr8wi/8gi/v6/d+7/dwaesSXvzvX7JjrfjGJ76JzQc38MY3vtHTa2uahle/+lY85ekreO3rn2Ed7zYnAGBzo4R3v+sO/Oqv/qqruXjbbf8OR+ajeMkbntUaw8Fa8RcfvAvPfs7z8apXOS/+8IbXvx4nsg08/xktWdFvXnzwW2v4USGMD/313zgeg3PPPffg/Pnz+A8TI5gMSz3nxUdzJZx55rNcfQ6OE3thkYg+Q0QbRLTN/7keyQYRvYCITnf5x0XZLwH4WQCvJdNGSUQKH5eI7gXwEADnDu8+ZDIZoLGzFAQ1jQvGS9XsTnhQaLXY3R1YLVQxOTU1lCgDDFO7LDegKN29z0SEgunKdMP8/DxkuYFyxZtpFgDWNstWtl8vwuEwRkdGkKt5yy/RiZCvNRxnR2WyWcheymUQkPXBxb2XsRJR9NZ+jLed8UuUAYalgoig27LQqgWjVtQwyTAcHjN2pU8PQiLC5YveMt2suMhq7/p93ahUFc8xio6vWNPF4/W+Eg6HoQ0YjTc5P6hdMDqZmJgA6wh9IUXuGzvrloWFBZS2Sl1ddKUt571cuyFJEq699hQeenBnwk03HjbPc5sdzRgDebi3uo3VBMxiti6eIjGPRWwB1OvG3z464D1Gwaxz3dIvK/NGxtiNAL5kZko+nR8zjwcCY+ynYQT7v4yIarbjU4wxyfz5GICTAB72Y8x0Og29uVNwUMN91lQv4vE40pk0qoXuwqxWrA1dLw1oZZkWC93Lfyh1FYriPqGBl/FY23RfmJCzvlnB/PzgG8r0zAy2q97CGouyBlUjxxmnmWwWsof4hDr8Eex7mampKSOexn4Dk6uYH6KkS69xgPb2JTVzA+NXlhuAvnFm21sV1OuNIYWZu01LpdpEOu3u3sIXLKdX7LCRN5IkYdDaym0gh0mY2csrkaZBV+q+BP5z5ufn0ag3oHS5pipD1rsEjDI1ly/mUO/TpYXz0IMbiMfjrrNAvZSwAIy9hFthpqoqwi6UmRTy3i6pVjNkyWBhRv4LM7Salj8VwFkA/wntjcyD4j0AMgD+saMsxnMAfI8x9l0Afw/gTUQ0OKLXAel0GqRpIK3dSkNN93WG+jE5OWktOJ3UijVfFiFe2qJU7C7Mima9KLclQHiw97pHYaZqOja3ndVpm52dxVbF26TZqhg3GqdJFOl0GkpHdk1dp7ayHPUuK1Nd99Z/cD8hSRLGxsfbLGaQq74U0bTDrZuarRVXrTQ4g9cp09PTSCTiuHSxt8WMP7abFrNqreF602cJM4crHj/Nq8UsZFtce80L/l6GtfbvF8bGxqA3FPBvlxTZOu4XVhu/7XY3WbPRRK1cGzr55tSpUyAiPPrIYKvZww9u4pprrvFkJfd6Rbi9lpqq6qrLQDjE0Gx688q0LGb9z4syoNanD3c/+mVlPs/TKw4JEZ3ocfwTAD4RxJj85kgd1ZzRbCCRSPrmtpmanMJDlx7acVzXdNRKNV8WIX5zKPYQZlywua2/xRfj9QHFa3uxna9C1525pmZnZ/FP1SZUnVztggBg0xRmTl1gyWQS9Y5Vrk5k1YUCgK986lNtjxMR6rp+KCqdT09NYbtgZIGRpkFT6r4U0bTDr1ndtoOVy8Z16ocVIhQKYWXlKC73sZhdeiwHxpgnYWZ1xujTiqwb1ZriWtzzbDXHwozan+cauzDrMS92Lx9ub8CvV9J1sJAEMkst+Wkx4/evUkctM15WaVgXP4+ZfujBDZx6XG+RpyhNXHpsG09/1U+5HsNrpiRj7lsZNZtNRCTnWcERiXkuZSHLMqKhkNWSqRdRxlCueisxNdD2zBj7zS6HiwDuJaL7PI26x7Bujp1tNpoNJFP+Lb6Tk5P4/g++v+O4XJFBRL4seFxwlUs9hJlZJNatMItGoxgfH8NWztsOYNMsleHEkjU7OwudCNuVJmayzssPAMBGuQHGmGOLWSKRgNJxE4gz1laWY7RjAqowYtkOQ0HN8fFxgIzvh1sG/FyAAEMcRyIR6Frr7yBXZESjUd++46NHj+JLX3qoZ/zKpYs5zMzMeBovHA4jHo+j1qNlWTd0XYdcb7q2xvNNouYwdoef53VzSUSW1aPXvGC2cw8D1vWv60BICsRiNjMzA8bYjqLkvK3fMB1iAGPNW1iYxyMP9beYXXhkG7pOnpLfjJqd3uqLuWuvRGg2VURcNEwPSyGomtazrmg/DGE2eKwYY9iQu6/Dg3Dyjs4CeBOABfPfbQBuAvAXjLHf8TTqHoPfHDstZtR072rox8TEBOrVOrSOivW8HY0fFjMeTNzLlckFm5fabFNT09jOedsBbJvFaZ2IT37T2ai439FslJuYmpxwXPsqHo+j2SnMQqytxVS8YxLyuk6HoW7T6OiolX3GLQN+dztgjGF0dLRNmNXLdYyMjPjmHltZWYEsN3q2K7t8MY9jx7xXAEqlkqg5iNfh8Abmbi1m/Lp22iuTCzOv8V+k6y1h1mNe8D+R14bN+w3r+uefN4B5EY1GMTY2hkqu02Jm/O5HUsypU9fhkYe2+oqgRx82hJsXYaapKiTJvaU2LIWsfpRO4JaviIuxuIhrdEn6G4Qsy4g5uC/FGIMcQIwZZwLAjUT0W0T0WzCE2hSMmK/Xexp1j8FvjjtcmWoDWR+FGd9pyZV20SSX/RNm4XAY6XQKlXL3C6Jc8l40d2JiArkegm8Q+YJzYcbjJzbL7oXZZqWJWReBsdFoFDoA1cUOrUmt5x50RkZGWv6whtI65jOdwkyuyBgdG/Xt9a3MzC6tmRRFxcZ60ZMbk5NMJlGrO7/J86bnbt3hXGA5FWa8dZPXa1XVNEgDFiFui/MaTL3fsK5/at+w+D0vZmdnu1jMKkgkEr7Et15zzTUol2SrU0w3Hnl4E9PTU54+m6ppCIc9CLNwyJWbkYurqAuLWXRIYeZkNkWZsZHxYkl28q0tA7C/+yaAI0QkA/BeO2EPYVnFOoQZU5u+BnhzYcYDmzm1kr+m8OzICMo9hFmlXEcqlfS0g56YmEDeqzArykilko6aKY+NjSEajWCj7H7SbFY0V7tJboHQXMwdLuKGqUi/X7DmBunWxiWIpIdOYaZUFYyN+uca4hlll7sIs7UrBRBhqMbsqVTKEltO4NY1t65MPn8a6u4IM03TBi4SXLi5sXLsZ6z7NLckN+pIplK+3w9mZmZQ7ei2Us1XMD0z7Ysl+cQJI5z70Ud698288PA2Tp70VpWq2WgiEnbvQo+EJVfCjFfXj/ZrXtlB1LSueRFm9XrdmTALMWi67mleOBFm/wvAvzDG/pAx9ocAvgbgo4yxFIAfuB5xD2JZzDr/SM2Gr4sQn9D1DotZvSKDMebbjmskO4JKubtmrlTqnscZHx+HLDdQV9xfaPmCjPExZ7FJjDHMTE9jy2XJDEXVUa43PQkz1UUIM7cLHAZhZrn5iQIVZmNjYzstZj66hpLJJCYmJrB6pbDjsSvmsWGEWTKZQq3ufF7IdW8WM+4+b2jO3IaKmenqZEPUCREZVo8B6x1feg+LMItEIojH4yCbiz+InrnT09OolqptiR7VQhWzM8O7MQHDiixJEh57tLswq1YUbG2VcfLkSU+vrzQURCMehFlEciWY+LluXJlcxHlpmSTXagNLZQCw3J2yhzizgZ+EiN4O4N8BKMAI+n8TEf0xEVWJyHnp+D1MMpk0Ag5tFjMigt5QfI0x4wsNzzjjyJU6MpmMb9mfIyMjqPYoBFspK8hkvN1EuMUvX3QfZ1YoyRh34aqdnplFrurONbJtxqS5KefAv3M3dRAPU0FNSzjoOqB6ExNOsAsz0gn1St3XYGrA6EG4vrajUQg2VosIhdhQAdWpVMpdjJmZwelVmPEOJYNQVB2SFPK0ieBCSxpQ9IBbzLxmue1HstmRliuzoWDM57hLwLiPkU5t2crVgn/laqLRKJaWlnDxse7Zyvy4l9hLXdfRaDQRjbq/R8aikivBZPWudBX8P6Qr08FQEXNeeKllNlCYMcaWAWwCuBPAHQA2zGMHBkmSkEgmrRgaAICmgTTNV2HGd1X1jqKBdZ+tA5lMBuVeFrOy92rjPAYu36N4bT9yBXeVsaemppCruRNmvFuAm+xWLq4GVTe3w5dEP6vf71VaWYoE0lRIkhSIpZBf/7qmo14z4jL8TjKYn5/HxvrOOnwbGyVMTU0N9bnS6TSqNeeLCa955vb+woWZojoTZnWVkPCYpMKFlrCY7WR0dMRyZbKmEkjcpVV42eyI0ag30Kg3fKl3yTl69CguPda9vh8vL8PjM93ABU8s2n6PrMnNtlp43TYzsajkSsy0gv+dC7NIyLswq9frlujqBxdvXoSZEzn7abRK1SQAHAXwIwDXux5tD5PJZLBlq/7P2zH5KcwikQiSqSTq1fY/lFJTMDPirLyDE7LZLKqV7kGHlYqCkWu83UQsYebSYqbrOgold8JsbGwM5bq7WmYFWW17n07wYjHj5x4GYWZlnhIBqopo1L1LzAltwqwSTPbnzMwMqpU65I56Y1ubFczODlewM5PJoFJVoOvkqEQA7xLg9v7ChXK96eyCVZq65+xhy2I2YBEKH0KLWVtSTLMRiCuzJcwMAci7xvhZR/DIkSP40pe+hGqXDgOXL+WRyaQ9zUMuRuKxdolRkxtttfC+/rUv7HhuLBZG2cXmn4srNzUvudvTyzWrKIojVyY/x4u7dKAwI6Ib7L+b7Zh+xfVIe5yRkRFsbhdbBxr+CzP+ekrHzrpRayAz769lTlU1KF1iXqqm29QLXPDw0hdOKZYVaJruSjDxm0FV0TCScGYOr9SNnaWb3atVF8rxM1rWtcPgyrRikwggTUUkoExU/jcLUphxF1BnFlpuu4aTx4fbGI2MjEDXCZWagmx6sBAqluuQJMl18L8VY+bYYqZ7rgXXcmX25zBazLLZrOXK1BXv99R+8Psl7yHLyyr5aTFbWloCAKyvFnc8trZaxPLysqdEAy5GYh2uzGQi2lYLb2Zy57UZi4ZRV5wLM08WM8l7wkqj0UDUQbZpBN6FmetcViL6NoAnux5pjzOSzYLZY8xMYeb3TiibyaLRsWNXZH9j2fh7rlQ6LHNKE42G6tnsnkwmkUwmkHPpysy5qGHGsdrcKM4lU6WhISxJrhYiLq50D8H/h8FiZmXzEQGa5imI3AmWxUzXreQYv91DfEHLbbdKEKiqhlKxOrQVwupRW3LmtsgXZYyNuq/TJkkSIuEw6g6FmaLqiA8pzAZVOOeGisNSLgMwE2B0AohAuh6IMEsmk0gkEtb3yrP5/SzwvLi4CABYX9spzNbXSlhYWPT0ulYJi47g/2Qi0lYLL5nYGT4QdRn8z69Tt70yAfcWMyJCo9kc6N4HgIh5TiAWs47K/yEAN8KIOTtQZLNZoKkAkvGVBCXM0uk08lsFSGHeWoXQqDV868cJtN5zuWOR4Jmaw9xEJsYnrJpknCOLY7hgliE4sjiGI4vtQds5FzXMOPz7kB0GOfNzE4mEq8XOijETwf9daZVZIEDXEIsFYzHj16wRYxbM3OMWiILN4lssyCAavoYgv7a38zUszY8OPD9XqGHSo+UjFo85tpgpKiEe9ybMeMHYQbt3/vhhKTAL8HsogUyrWRDCDADGJ8axlTOyJuUAhNn0tFF6Y3OjPfayLjdRLsmeE2Is96KHchlu65hx4eq2Vybg3mLWbDZBRI5izCJDuDKdWMwytn8xGDFnL3c90h4nk8mYjWkNghJmqVQKqtK66HRVh6ZpvpYg6GUx40Vnh7FETExO7rCY/dKrzlqC7A9+44X4pVedbXuc1z5zc0Np1WtyfrNvqIR43J1FxyqX4aIIIBdxh6Fcht1iRpoamMWML2y6pqNRCyaMgGd52oUZ/3lYYcatcZs2a9yRxTEkExEkExFcd3K6bcOynZMxNeUtuy4ei0FxuJNoaOS5hhmPUR20BDHzjENnMQMA8zP7ubG2MzE+YWUr18oy0pm0r/edSCSCiYlxbG22C7OtLeN3p63tOrGsWJ4KzEquriXL5d4hzOSm1pZoINs67vA4ULfXrJUBGrAwcxJj9jYAYIxljF/JWxfrPU42mwWpKoyWvcywnsH/xSGZTKJRbyCWMoVH3VvafD+48Oqs/l/2QZiNj4/j4oWfuHpOvlBDKBRyNS5fTJouTFlND4tQq46Zc3jNs6BEyl6iFWMWrCtTkiSwEAPpBEVuIJlM+u4qjkQiyI5kUbRZfAsFf6wQ4+PjCIfDVk9YwNiwcEvyH/zGC63juq5jM1fBszwuerFYDA3VmUWhqQV/nfrTNGt/YQkx3VjYg6jtB7QXXvY7e58zNTWFXK7Qdixv9kT2Gs9miXoP8Wlum5i3LGbtx2sNHTff/NNWosE/f+Eu6zGesOJZmDk4l7s7vWR+OnFlngbwPwGMm79vAfglIvpX16PtYbgAI52MBaLRQCKAxSGRSKBps5jxn/1siG1ZzDpKZnChNowVcGJiAoWS7Dj7DAByRRljY6Ouvku3rWcAoy+gW/ciX7SaLixmjUNoMSMAIV33XHrBCVJIgq7raNYbgdRKA4CJ8fF2V2beH2EWCoUwMzON9a2d5Tg62c7XoGm6ZzdRLB5HQ9lZj60biuo9K9Mph6N1eTtW4WU9WItZmzCr1jEz6l/2Pmdycgo//skqRkZba9CwlmQuyDw1tifAjdzn4qozFjIZDbUlGkwnWsqNhdqf65RWCRnnFjMvwsyJnfF2AL9JREeI6AiA3zKPHSjsrWcAw5WZTgcT0NkmzBr+C7NUKgVJkna0ZSr7IMzGx8ehaTpKPVo+dSNXqLme4Fbsl4uwFU0nSB6FWcNVr8zDYzFjjBk3WSJAVwPtDypJEkgnNJVmYMJsbGwcRZsrvlisQZIkX0IW5ubmsb452KHAz/EszGJxx3XMGhp5FmbW4jrgPP54KOTebbVfaSu8jGCKLgPGukREVixyEGU5RkdHUepotVcask2gle3u5gZuomq6q9g0KxayQyslIlJbokHCloggebSYWV0GHAizMIIVZiki+hL/hYjuARDM9uAqYgkz3majqWAkgEnAb5JkWoJUs72RnxObMYZsNoNqR4xZtaIgFAoNtbvjpu3tgvOSGbm8jMlJdybxljBzLphUnRAJu7NicUHssCyUeS61PfegEwqFTFemGqj1JRQKWcIsqO92fHwcRdsiVMjXMDo66ouomJ+fx9pmZaCVYM2M5/EqzBKJhOMYs3pD8/w349/JYGFGbecfBqzr01wvgrpeuRAjnaDU/M3e54yMjECWG23XbaVURzKZ8OwV4Bu4RtN93GGzqSHqYtyWMHNuZeMizq1Fz0pqcDDUMK5MJzPpYcbY7zPGVsx/vwfgEdcj7XFaFjPTN642kcn4HzfAJzC/INSGIcz8tr5kMpmursx0Jj3UDZQLs62OWlC9ICJs5d23EeE3BLcxZmGXNxKrkrqLCaoQgTF2KCxmABdmOqCqgYrRUChk9GdsBDfO+Pg4SsWaVRu0VJR9a/00NzcHRWkOLJmxvllGNBrx7CZKJBKOCsxqOqGpea9jxu8T+oC5cZg6YXAssWu6MoO6Xnnsmq7rgQkzLv7s1q1KZbix+Pcju+gfy6kr7uZ/K57N+Rj8XLeZxJYwc+BqlRhDCN6K2DpZod8AYApGO6Y7AEwC+GXXI+1xrOBN05WJZjOQgE6+mFsWM9OV6bclIpPJotLRL7NSUZAdcmLzBuFOYmkAoFCqo9FQXWf3WILJdrNYGo8hEQkhEQnh2ukElsbbhVFDc/89ckulW2GWiMc9BbbuR7jFTFebwVvMiKA1vVt5BjE2NgZdJytup1T0rycnt4ANmhtrm2XMzMx43iClUinIDoQZLzXj1ULealfWH753OpzCzHuTeCfwNUhTdei6HkgsG39NzbYJrlaHE2b8fddk99aiaq2BlIu1l4srd3djbzFwTtuUccKhkP/B/4wxCcDfEdELXL/yPsNyJfI/lOpvbTGO5crkFjPT1Ov3QpTNZnHhsStIZ1o3jGpFQSYzOtTrplIpjGSzWNtwJsxW140g5YWFBVfj8L+H3GgJs9ecncbFnCE2f+fmpR3PkZvub1yRSASRcBiKC5dpXSckEsEGVO8lQqEQoKkgTQveYqYbwiyoWDaeGaxqOqRwCOVyHaeuHfXltbkwW9us4NrjvS3E65sVzC1e43mcdDqNqtKyRCyNx/BY3pgXy2Mxa8NSbQwXmO60xp9+iDphcOytyiLRaGBuXH4f5NX/g1iT7FY5jlxrIJX0nhCTSCQQDoddxSJzShUFU7PuC9u6spiZ/3t3ZTobLMyY/xYzItIA1Bhj/ndo3WN0uhj1ZjCZYTuEWWAWswyq1XalXqs2fDGFLy0v41KXFh7d4Ofx1h9OkSQJiXjcWlycUFG8NZ1PJBKou7SYBZWFtReRJCnwWBrAiI0kIqjN4OqlcWHG3TaVct23gGpuBVvb6J0xqeuE9a0K5ue99+bMZrNoarqVAPCas9NYHotheSyG37l5Ca85a4hCLy3K7DjtiqEeoixljv36jEaCS4jh8403Mg9i/lniz6bA67I61PrHGMPY2KjjThh2iqW6x7IgzpWZV2eHZTFzeL7kUZg5ef06gO8zxv4RgBVYRES/7nq0PYwkSYjF41BIB0AgTQtk8d3hyjQtZn4vROl0GnJNgVEX2KDmU4eBo0eP4u7PPQBd1wfuFC9cyiOdTnlqeTMykkVJdtb+SdUJVUX1tMimUinU886LANaJXJna9zuhUCjwWBo+Do8xC8pixoW7punQdYKqar4Js3A4jJmZ6b7W5HyhhkZDdW1BtsPfb6muYSrde/6VzXZmXj9fq/hy//MOUycMjv2zBpmp3BJNwW2M+GvqNq9Bvd4ceq2YmJjAdqHg6jmapqNQkj3GXzrfXHup4gG0hJnk2GIWXIzZpwH8PoCvALjX9u/AEY/Hjb+Y+VcLIs5lp8UsmOD/VCqFRkNtM9XWag1f4uZOnjwJpaE6spo9dCGHEydOeIrHmpiYREF2FjxaMs/zMqFTqZQri1mdcPiEmcluxJipanAWM8tto+mW1czPWNKFhUWs9hFml03X/jAWMx4TVxowN4rm415rtEmSBMaYVVC5F/xdHCaLGdAqJ+I24cgNfB5wYRbE/LPEn82VWZcbQ4vA6ekZbOdd9lUu1EBErpLFWjXTnI/jNZPY6jJgW87qOrV1GKjbBG4Y3hqlD3xXRPTXAO4CcBcR/TX/53qkfUAikTBazwRYDmFn8L+KSCTie+BsZ0CnrhPqsuLLInTttdcCAH788Fbf82pyE49dzuPUqes8jTM5NYVczZkrc7tqXPxeKlWnMxl3wgzBFZTci9hvXkHVa7LGIQQa/N9ahMiyEPj5t1xcXMSV9VLPbK8rayXrPK/wzUd+gDDL11QwxoaqFh8JhwfGmPHHD5PFDGgJAjelHdzC58HuCDPjD0lEkOXhQ3mmp6exlau4ynxc36pYz3VKK3vY+Xvj53oVZvaszDoRbr75Ztx22224+eab29aSEJi/wowZ/JFZ6f8BAD9mjG0yxv7A9Sj7hEQ8cRUsZs1ArAN8seGToi43QOTPwjo/P4+xsVH88Cfrfc/78cMbICKcPn3a0zgzMzPIVZuOapltVQxzsduyHIDh3nKzr5N1CqwFy15ktyxmdmtnUBYzu9tGDyBubnl5Gc2m1taayc7ltSJSqeRQnQZ4WEC+2v+Gn6upGB0ZGUowhcNhy1XZC25RO6wWs0g0uM/N3aT8Wg3CbWrFsZnir9HQoOs09FoxNzcHTdOxlXNe89JL8eVWkoq7LjGA+0xiLrLsxWzjjOHuu+/G7bffjrvvvhtxm3dIgv8Ws/8A4JkAnkxEE0Q0BuCpAJ7JGPsN1yPtAxKJXXRlWjFmKmIuG287wRJm5nZWlpttx4eBMYYzZx6PH/x4o29Wy/0/Wkc4HMapU6c8jTM7OwudCNvVwT76jUoTjDFPTXfT6TRkh5NaJ0Jd8y8uaT+wW8LspptuCnwcSZIQiUTaLGZ+ikCe5NLLzX9ptYjl5eWhSq1kMhnEYzFsDZgX25Umpj324+REwuGBfWQPu8UsLAX3uXnnDQrgWuVIkoR4PG7NB1n2p38zj6Nc7ZMM08naRgmRSNiV54Nfd25qXqqat7hIq/2T7Vg8xNo6DMRtqi0Ect1doPP1O/lFAK8hIquYLBE9DOB15mMHDuOiJ/AgwiB2JzssZopqWOp8hk8qzdxpyTV/m6WfOXMGhZLcN87s/h+t49SpU54XWT6x10uDhdl6qYHJiXFPf7NsNgtZ1QYW0gQMszUhuKbFexH7TTJIYWZ/7SCTDGLxGHSdrMXOz8+0vLwMoLcwu7xWwvLykaHGMDYg05aVuBdbVc2qO+gVJxYzDYRQKHSo6pgBNmHmon2Q13G4KzOoRINUKmUJs1pVsY4NgyXM1p2VVgKA1Y0y5ubmXLkY+XfSHJSlYqOheRO6VpcBhxmgIbgvYsuf14sIEe0IIiKiTThrrr7viMVidl0WyO4kHA5DkiTrj6U2gmlz0xk3wHdBfsXTPP7xjwdgiK9ulCsKHr2Us87zAo/DWSsNLtC3VmpicWnZ0zjZbBY6YMUGzEUkxBgQY8BKJIw5W4+1qvl9ei1BsB+xW7KC7HZgF2OBCsBYDERkCXE/x0qlUpiYGMflLsKsVK6jXKlb4m0Y5uYXsFnpvRNXNcJ2teGPMBtwjkaHq7ishSnMgv7sdpESXLZy2nJl1swyS8NuPkdHR5FMJlxZzFbXy1hcdFdaid83nPaPtZ/rdu5bXQYcns/gvzDrtxq6L2W7DzBiJFquzCAmAW/lw//AzUYwfQE706zrdX+bpc/OzmJmZho/+HF3YfbAgxsgwlDCLJvNIpNO43KxfykLnQirpYbnBY+7JbnoekkmhblwGHPhMN44nsVLMi0xWzEn2TAB1fsNuxjbLWEWZJKB4bbRA7GYAYY788r6zsXo8poh1oYJ/OfMzs5io9zoaeXdrjZB5L0fJ0eSpIFB1ToI4UMozPjiHLQws7u9g4rjy2SybbX9gOE3n4wxIxlmzZkwUzUd61tl1/OD3yvqTecCiJ/rdj300v7JC/2E2eMZY6Uu/8oAbgj2bV0dotGoKcqCE2aAsRDwRUEboslwP3ZazPyLMeOcPn0DHnhos2uc2QMPbiAajeDkyZOeX58xhiMrK7hc6O+y2aw00VB1z8KMlx8oO9jZHEZhZp8HQdZsst8kg3RlxuOJthgzv+ffwoKRmdk5L66YLh23xZa7MT8/j6amo1DrHgG2Xm5Y5w1DOBKBNqBcxmG3mAXdvN0uzIKaf9msTZiZrfz8iKNdWFjEFYddYtY3y9A03bUw42uam2Lk1cZwpXJclebwUDSt5xVFRBIRZbv8yxDRgXRlRiKRNldmULuTeCJua8kUjCuzs2igIvtrMQOA6667DuVKHWubOyfeTx7ZwsmTJ4f+Do8ePYrLxd6WAQC4aBaHPXbsmKcxeIZcWRsszMrm9zlMVt1+o63K+QEQZslksk2Y+T3W4uIi5PrOZuY8sNlLseVOuODaKHfftPDjw1rMwk7KZeDwBf4DLYtZ0MKMvz5jLDABPDo6Cs1075VLRo66H8JsaWkJuXwVcn1wnLDX9n28aHRFcdclBnD/Gd0m7ZCH5wDOCsweGixXZsDp33aLmaoEI8wikQjC4XDLYlY3dtB+LkLXXGP0+3v4wnbbcVXT8ejFPK655tqhxzh27BiUpoaNPgkAj+UUhEIhzxYzS5g5sJiVNR1hSfKltdV+wT4PgrSM7L4w0xGLRX3/TL2ama9tljE7O+vLQs7H6CfMEvH40JbdcDiMQbNCo0Pqytxli1mQ5UhGRkaMhBgilEp1xOMxX9YlN5mZ3P3vxWIWliSU6s6FWbmuIRQKufYgWTXTHHYZIHi7ZwphZiMcDreVywhqFxiPJ9pizIIKdE4k4lbgoVJXzbH9zUALh8N49GK+7fjl1SKaqobjx48PPQZ/jUdzvXuuXcjVsbS06Dn+KZVKIRaNouRAmJV0HRPj40OVO9hvBBlXZsceVxakMEulUtA1gqYF0/PUEmZmTSbO+lYVc3PDuRY5k5OTCEsSNirdw303yk3Mzs4OfZ1GIhGoA7MyD6fFjLNbwiwcCe475uEcmqqjXJR9C9XgwqxfmzLO6noZY2OjruekUUR5xJUwK8oqxkZHXP/tuMhyGs2m44AIM7Oo7WXG2H3mvxfbHnsLY+xBxtiPGGMv8nvszh1JUDuURLzdlRnUwhdPJCzLnFJv+m4dCIfDWF5awmNXCm3HL5q/Hz16dOgxlpeXEY1E8Oh2d2FGRLiQa+DkyWs8j8EYw+TEBIoOXJlFTcekh+4C+5ndKhy6WxazdNrIQNM1PRBhNj09DcYYNrZbwoyIsLVd8VRnrxuSJGFqahKbPSxmW1UVc0PGlwFAJBq16pj1ylZWiQJ1ce9Vdstixl8/yHnIhZmq6SgWZYyN+ROqwTcp/dqUcdY2y55jIicmJ3vGW3ajIKsY99C+r1XM1tn5GpinTcte3ea8i4j+m/0AY+xxAF4N4HoA8wA+zxi7hojcV2/rgSVayFtVYKfEYjFAN4bRNT04YRaLQa4Z5mFFURELwDJ3ZGUF373vG5iZbC1wl1aLkCRpqEbNnHA4jKPHjuLR3MWuj+dqKsp1dagkAwCYmpnB1tbmwPOKAFY8dBfYz+zWoitJEm677Tbr56DIZDJGT05NRybjf6HgSCSC0dERbNsqntfkJuR601PLsF7Mzs1j+7Ef7jhORNiqNPE0H0Rg1CbMXpJJYbVp3G7fON763lQCortkVd2L7JorMxycMOMWMlXVUSrWcXRlzJfXjcVimJycwJoDV+b6ZgVPevIZT+NMTk7hwbULjs/PyTqOHnV/H+fieFD/WI4Kb4J6z1nM+vByAB8jIsUsevsggKf4OQD/AilgV2Y0GjXGoOCqOQNm9pk5hqI0EQ9gHB7cqdty6i+vFTE3N+vb93fy5DW4mG+0jcHhlrQTJ04MNcb09DSKg1w2RCiqmq+L635gN60hL3vZy/Cyl70s0DF4wK+m6oF1cJiYmES+2BJmuULNPO5+l96LmZkZbHVpy1Sqa2hqui/WuXg8PrA2kkKEeIAWzr3KbseY7Y4rU0OpWLN+94O5uXmsbxotyo4sjiGZiCCZiOC6k9M4smiMU1dU5Is1zxaz6elp5CpNRxmQRITtSsPTfZzfC53WslXhzZrMvKRyBglj7I8AvB5ACcC3APwWEeUZY+8B8C9E9GHzvA8A+AwR/X2X17gNwG0AMDMz86SPfexjjsYuFAq48847wUIhPOuZzxx6se/FxsYG7rrrLoSjYTztKU/D1NRUIAVLL1++jM9//vOIxiQ897nPhdokX4pb2qlUKlhbW8M3vvF1hBjDz//ci3FptYhIND50RhinXC5jfX0dC6MxnP/sFwEAr3rJTwEwGjUXZRXHjx8fKp4mn89je3sb8xEJDAx33nMPAOAWW3FVjQhrqobp6em+C/rznve8e4norOc3EwBe5wRg3MguXbqEeDx+IEQpv2YBQ6R56a86iNXVVTSbdfzz174GAHjpS16I1Q2jRpNfcZ78ml0ej+ETd7XmhdLUsVpqYH5+fuh6cBsbG6iUy5gzq9t3mxcbqoZoMtl3vu/FOQEMNy/+5m/+Bpqm4cUvfrFvLupufOpTn0Kj0cDZs2d9v39ziAgf+tCHEA5LePrTn4Hx8XHfMs83NjZQrVZwZGEUAPC3n7gLAPDzP2dFKaHR1HBptYjZ2VlPJSyKxSI2NzexNBaDZLZE+rtPfwGX11pekIXZKbzqJT8FTSdczCue1t1qtYrV1VVMhSVEzfXmznvuwZXNVi3++alJa36sqhoy2WzP+2aveXFVXJmMsc8D6FaS+q0A3gvg7TASGt4O4J0A3oDuxXa7qkoiuh3A7QBw9uxZslcu78cnP/lJbG9vA7E4PvXpT+P8nXc6ep5b3ve+92E7t42JhQmcP38ev/7rvw6n79ENb3vb21Aq5XHk6CS+9/2vQZET+MVf9Leb1kMPPYT3ve99WJgdQSYTw9lr63jP+/4BP/MzL/HtMz388MN4//vfj9ueOYu0bsTt3KB8GwDwZ1++hFJkEm984xuHGuNLX/oSPvCBD+DXJ0YwHZYQLRim97mvfNE655FGE+fzZbz97W/HE5/4xKHG2228zomDyPe+9z28733vAwC88pWvDGTuvec978HXv/ZlzM8a2btMeRDnz38d73//+31x8QPAPffcgw984AN4+88eaZsX33i0jPNfXcV73vMerKysDDXGBz/4QXzy/Hn80bRh2eg2Lz6aK+Hxz3o2XvOa1ww11tVgmHnxoQ99CNvb27h06RJuvfXWgN4h8J3vfAdf+MIXQES+37/tvOtd70IyGcH58+fxa7/2a77Ni49//OP4xCfuwIf+7FbEomF8JmnE8j75VKtw+L3fu4Tz57+Md77znbj2WvfZ/N/85jfxF3/xF3jLi5ZwYsqw3n5Gb0++SesV3KB8Gw9vyTj/2Yv4/d//fTz1qU91Nc59992H9773vfi3YxnMmc3r+ZzgRAsFa37cvlnAS8+dw6te9SpX41wVYUZEL3ByHmPsLwB8yvz1EgB7ZcZFAFf8fF+W640oUH8+d2Vya2VQQZ1GhwHj50ZArZ/4TrGpGrEnpYqCRkP1dQe5tLSEsCThUmFnB4BLRRVPeMrw2Z+8dU1O0zDdo/ddzkwOCHJ3LAgeu7UzqNZaIyMjKFfrAGUAZswLv8fjlr7tDnfmttnc3A9LYDqdhkqEJhEiPSzSsh5MduteZ3l5GVtbW4G7Mnm8ZZCuTMDo+akoxrXkZwFtfh1ubVexMNf9+t/crrad6xZ+/94sNy1h1othavzxpKSGA0+jToSmrntad/dcjBljzP5t3QLgX82fPwng1YyxGGPsKICTAL7h59iWQCIKNP17twrZxmKxVoFZRQ0kViiVSiEej0E1hVkub8TS+FFEkxOJRLCwuIDLhfZol1pDQ77awJEjwzWFBloFO3N9MjNzmgYpFBLCbJ9jF2ZBxZhls1noOkEzS7CUK4qnukn9aAmz9szM7WoTqWTSl7ZW/Pup9ejLpBFB1rRD1TuWwwVT0F0P+PoQloIWZmE0m94Kr/bDEmb5as9ztnJVRKMRz4KQl4bZKA/uFskzmb3cx62+nA6EGRdvXjLM95wwA/BfGWPfZ4x9D8DzAPwGABDR/QD+FsAPAHwWwL/3MyMTsAszHZFocBYzLvp2w2LGg/+bDS2QJAPGGMbGxqCaVaPzRaNqtJ9BzgCwvHwEq+V2y8CVYsN8bPi4i2w2i2QigW219yW1pWqYnpo6nO1nDhDZbNaKRxy2yXcveJyMZubVV6oK0umUr/XvxsbGIEmhHRazXFX1LW6u1Ue2+4ZFNgXbYSq4zOH3gaAtZny9CLpsjWQTfn4KbR5ftZXrI8zyVUxOTnqeH5FIBBPjY9ioDO4wsFFpYmJ83NN6yDc7yqAGsgDqQwizPVcug4h+oc9j7wDwjqDGtixKRIFOAv7avPhrUFlvsVgMZI7RaARXL210dBTFglH9v1TxpwFuJwsLC/jqVxWMxOMImeGG66WG9diwMMawsLCArcce7XnOtk5Y9KHPoeDqEg6H8eEPfxiyLAcvzHQdgISa3ETGY1++XkiShInxceSq7S7+7ZqG+ZP+CDOenVfpIcx4tww/s/j2C1yQBb1R48Is6CK+o6OjKJeNemNee0h2Y2JiAqEQs7wp3cjla5icHK7u3vz8AjbXHrR+XxqP4TGzXd/yWAxL48b6t1FuYm7e22beEmYOLGb8HC+W671oMbtqWGJMJ8QCLBFgleXQdyfGjMisYxaQMMtmRyzLQNnHBrh25ubmQASotsp+G+UmQoz55lpcXFrCVg9Ppk6ELVVz3S5EsDcZGRkJTJQBrcbKPJSgKjeQ8lmYAcDU1DRyHYU18zXVt+xZLrjKPSwEXLD5GZO0X7BivwIWTLtlMbvxxhutn/0UZpIkYWxsDNuF3sJsuyAPfc3Ozs1hs9KaC685O43lsRiWx2L4nZuX8JqzxmZlo6J6rhgQj8fBGLOsYf3gVjUv4QtCmNloWcx0RKPBFUzk4wQtzHjQIRGhEVBPTsBwY2hmbFalqkCSJN8rt/NFtGETZluVJiYnJ3y7MS4tLaGoql3N1AVdh0okhJnAEfxmzDcstVoTyaT/AfKTU1PIy63dhKLqqCqqb6EELWHWy2JmfD6/Qxf2A/y+s1sWs6DbwHExFo1GfP9MExMTPS1muq6jUKwNfQ3Nzc2hJDchN3vHCSuqjpLc9CzMQqEQEvG4K1emsJgNid2iFI8HJ8w6XZlBWsyMcQiNAHtyptNpK8i5WmsgnfI3lgZoxSnYLWbbNRVTU/7VoOKia0vbGWe2acaeLQlXpsAB/GbM57hcb/oSjN/J+Pg4inLTqhtUkA2LgV9CKRaLIZVMotwjKaZ0iF2ZuxX8v1t9SFvXp/8CcGJiErli97Z6hVIduk5DJ4zxzftWnzizzYr3wH9OMpl0ZjETwswf7MIsyMbNnRaz4Cr/G0JM03QQ+dvA3E46nTZdpmQIs7T/loHx8XGEGINq26nkaxqmfCwOyoXZZpcEgC3zmLCYCZzQ6cqU62ogJSXGxsbQUHUryackG9epn67FiYkJS4B1UtJ0pFOpXWt0v5fYrRiz3Uo2CrI/7cTEBPI9XJl+JYxxsdVPmPHHhgljSCaTjmLM6sKV6Q+7JcwsS5YWrMWMTzTNFBVBCjMA0HRCTW4GEksTDocxMpK1LGZEhKKs+ladGjBM4YyxrhazLXMBOoxlAQTuseYeF2ZKM5CFj1+PfJxyXW077geTU1Mo9XDdlHT9ULoxgd0P/g+aIIXZ+Pg4anIDSmNnCzEuzIa1ulrCrNpbmPlR4y+VTguL2W6y68LM3IUGJZj46/JSFkGNY1kHNG4xCyZ1fmx83LKY1Ro6mpruqwslEolgenIS2+pO68C2pmN+YbisIcHhQZIkRKNRw2JGQL3eCGTh45sirpuqDePa9TP5ZnJyEuUe61BZJ0wegDZdw3BQhFlQ6wMAawNdMEWYHW5JG3aTnc1mEY1GkOvSP5azXVERjXivlwZwi9ng8+pEYIwdmDpmV43dFmZ8QgdVLsMSZqZlLqgdkb00QFVuBlYFfGRktGUZUPx32QDA3Pw88l3cNgUizM0JYSZwTjKZgK4bbkYiby6NQVhJBrYNizG2f/FsExMTKKsqtC5WgiINHxu03zkowf98XQpiHC668l2EWaFUt+phDgNjDNNTUzsKLtvJ1YyEsWE+YyqVguIgDk/RCQkzi9MtQpjZ2C1hxgVSJBYBYyywsfjNWTWrOQcuzCyLmf+uTMBwz/DY/3Ld/wrVADA9M4NCxwKkE6HQ9LfNlODgk0qloOlkZSwHEfzP5zS3mCmq/5uwiYkJEHZmZqpEqKjaoXVlcoK2aHHBEnTiEf87uu0f6QT+GQqlncKsWJKRzWZ8EbiTU1PI13pbzHI1bWgLbyKRQJ16Z35y6mQIMy/suQKzV5NwOIxQKATdY38rp/DXrpVriMVjge2ELGGmBrcwAO0Ws5ocnDDLZDKWZaDaCEaYTU1NGYtNJGztico6QYe/baYEB590Oo1CfstKAAhiXthL4gBAQ9MRDod9teLw677UkZnJhdphnxdBV/5/8pOfjA9+8IOBf88LCwv4yEc+Esh1agmzLpmZhVIdY6P+hKRMTEziwk9+2PPxgqxheWK47zGZTELpkQxjRyHyvOYKi5kNxljg7kWgtZtt1ptIJoIRS/ZxeB/LoC1mzaYGTdMDa8+SyWRghuygaroy/R6L7xrtbhu+AB12y4DAHem0Ud+Pl5IJYsGzSu+Yl2tDJUR9bifHr/vOBAAu1A77vNiNrMnp6enABSBgeCWC+DyZTAahELM6w9gpluoY9SlWeGJiAsVa08pStqMToVBrDn29JhIJNHXq6tq3oxAh6TF8QQizDvhXHaTFzK6ig7Ji2V+buzKDiv3iC06jGYxY6hxH08mKpfF7seM7O3teJq/h5GcGqODgY9T3I6vIbBDCzCq9Y/6uaoRIOCBh1mExK4kNi8AhkiQhk8mgVN4pzEoVxbcs4rGxMehEVqiLnaqiQdNp6Ps4X1cbA4RZgyCEmd8EGWMWiUSsnW5QYomPEwqFAndl8nEajd0RZjoRqg3Nc8ZLP3gygX03dJjbzgi8wzti8Bgzv93ugE2YmddrM4B2cplMBpFweEcts5J2eKv+C9yTzWZR7ujrCgDlquLb3OCiq9RFmBXNGn/DJhnwNWdQyQwF3tcnIcw64HFFQboygdYfN0iLGQBkMoaYYYwFagWUJAkNs0ZNEAsQYLeYGdlniUTcd7O7VRfKdqxqunBEDTOBGzKZDHSdrKzoIDYs/D7FvYxNTUfEZ1cmYwzjY2M7hFlZ1xGJRAKLKRUcLDKZLCqVRtsxTdMhyw3f1gwuuoryzgSAklnjb1hh5tRiJmLMfIQH4gcuzJKGMAvSYga0LqJEIh5ojEI4HLYC84MSMFa9NCLUGhrSAXx3ljCzzbkq6UjE44FfE4KDBV9sGk0N4XA4kI2REegfAtlizOJx/2NJxycmdrRlKus6xkdHAy/jIDgYpNNpVOX2UhY183e/1kF+/+5mMePHhvV88DV1UL9MhXRhMfOLV7ziFVhaXsbRo0cDHeeFL3ghrr32Wjzzmc8MdJyWMAuuqjPQHgAbuMWMDItZOgALRCwWQzwWg47WpKvqFNhnEhxcuIWs0dCQzaQDEzDxWNwKdq6rOmIBCMCx8XFUO2o3lXUdY4fYjcnvCYexHZUXkskk5HqHMKsbFjS/hBkXXdw6Zsd3YdbHYkZEUDTds8VMlMvo4HWvex1e97rXBT7Oq1/9arz61a8OfJxUKm3+H6xljtfyCYVCgScZ6Dqh2tCRnggmlm1kJIvK5pb1e1XXMTIq3JgCd/B50GxqmJwKzt2XTCagVIzYnbpKmAogPGJsbAxlXUcy1BJnFQKOH8Lm5ZyXv/zlGBsbwzOe8Yyr/Vb2BfF4HHWlCaBlJKibAsova3IymUQ4HO4a/F+uq5Ck4dcnbuTg1f/nIhJWVeNzzIXDmItIaJjVA7waRIQwO+C0LGbBxrJxi1kmnQ7MZdqWldkkTAcU2zI6Oobi5qb1e5UYjoyJjEyBO/gCoGp6oBujZDIFuZwHAMhNCmSs0dFRyJoGCrXq+1WJDnVCzMjICF760pde7bexb4jFYlAa7YKpaWby+2V1ZIwhm0mjonQRZoqGbCYztOWar6k8+P8lmRRWzc/xxnHDiloasqi0cGUecHYryYBbzOKJ4BIMYjGjGK9GRoHZoLI/x8bHocFuGdAP9QIk8IZ9zgW5MTLKchg/VxUtkGB8HrvDXaY6EWqqJhJiBI6JRqNWTU1O0/ydVynwg2x2pKswqyr+1Nh0EmPG3ZxeN0lCmB1weAZK0DW4uMVsQKKKD+OEoOmEqqIGlg02OjpqlcvQiVBVNV+bpQsOB3b3TJAZ0ZlsFhoRCEBNUQPZsPB4Kr7c1c3xROylwCnhcNgqHcPhGct+ZtdnsllUGzsr81cVDZnM8Ndry2LWu/o/t6aJGDNBV1772tfiaU97GlZWVgIdh0+soDO0JCkMVW9C1Sg4i9nYGPiUq+rGAiQsZgK32LN4g8zoTafT0HVjE0EIpiwHF2D2eYGAxhIcTKwQF4JVl4q3K/NTmKXTaeQu7rQQVJuERR82EqFQCIl4vG/wf90sLSMsZoKuxGIxPO5xjwvclbm4uAjA6LcWJJIkoaEGV0kdsFX/J7KKy4qq/wK32MVYkJl72WzW6DAQoFiyF3cGAFkPrmiuQDAM6XTa6qVsp9b0L9YzmUig3seVWR/SlSksZgJfePOb34xvfetbOHnyZKDjSJIENeDdur0tU1lU/Rd4xC7M/Iyh6SSTyYBgtGPiv/uNlXhj/i5TsJsjgcAryWQScnOnm1FuaL4Js1Q6DblW6fk4F21CmAmuKpIk4alPfequjMMJKtPN3papYk4wEWMmcItdjAUtzACgsQvCjBsJhl14BIcPnXeOsEW78NAXXe8dr+WWZDIJpam1NTInItQbmm+eo3QmA3lttefjw1rMhCtTsK+wC7PAXZkwapgBwmImcA9jDDzkMkhXJp8HzQCbpcfjcTDGrMLLwy48gsOHrus7YpAlsy6epu10PXrFqjOmtoRZQzPiL/1KwkmlUlD6xFPLOkEKhTyPJ4SZYF+xGxYzKwONjCDnSCQSaFad4CBj3LyDFGZWIVstOLHEA575UqcMmXUmOHxomoaw1C45JPN3Py1m/F7dUFuvqZg/+3UfT6fTlju/G3WzT6bXZDghzAT7Cnvx2qAWhUQiAQZABxlV/30oSig43AQpzPg8aOrDFbUcRCIet1yZChFCoZDoHytwjKqqCHUIs1AAFjN+TTZsDY95wphf12s6nbYSYLoh64R02vsGSQgzwb7CbjELqv8nYwySJEEjY4JlROaZYEiC7FXLhZiqESQpOLGUSCatchmKTkiYBZ8FAidomma5LjncYqaqO3tbeoXHczZtNdN4wphfsZ6pVAqKprfFsdmpEyGd9h7rKYSZYF9ht5gFGVAtSRJ0ADUKrl6a4ODDr9cghRl/bVU3rb0BiaVkKmnFmClEgX4mwcFD0zRLiHGCiDHj64K9lq3fwiydToPQu5F5nQipIWI9hTAT7CvswizI3bohzAgKMNQEExxunvjEJwIApqenAxvDLpDigbpMU1aMWYMIcSHMBC4wLGbBx5hxr4puqzPmdyFbnmDTK86sDjbUhl6UyxDsK4JqkL5jHEmCCkCBCHAWeOetb30rKpVKoOVW7PFrQSapxONx6GYyQ4PEvBC4Q9d1K6aME0SMmVWCw6aZ+M9+rR88waauE9BF68k0XDFbYTET7Ct2K6ZFkiTDVK2TWIAEnolEIoHXwAuHW/vrWCw4YZZIJEB2V6aYFwIXEBE6b9/8fk4+Nlm2XhP+vWYnXHR1s5gREWRNCDPBIWLXLGahEHQCGroeaEadQOAHfF7EArSYJRIJy/LQABMxZgLXdG6s+W9+CrPdgLsylS5tmVQYxcmHqSe451yZjLGPA7jW/HUUQIGInsAYWwHwQwA/Mh/7FyJ60+6/Q8HVZLcsZqFQCDqMG4aoYSbY64QYg45gy3IYrkyDBsS8ELinM4uR/+bnfZ2LPIbg1gruRelmMfOjK8aeE2ZEdCv/mTH2TgBF28MPEdETdv1NCfYMu2UxY4xZNw1Rq0mw12GhEKBpgV6rdguZyMoUuEWSJOhau5DRzNRJv4LyAZswa2v91P7YsPSzmNV9KL6854QZhxkS+ucBPP9qvxfB3mE3LWYcYRkQ7HVC5rzYDWGmg6BouhBmAleEw2GoHUH+qlmR38/SRzzD075UhHzuycmv/XoXoaf40K5szwozAM8GsE5EP7EdO8oY+w6AEoDfI6J/6vZExthtAG4DgJmZGdxzzz1Bv1fBLpFIJHDs2DGcOXMm0L9rKBTCxMQEnv3sZ0PTtH1/DYk5cbDJjoxA13WsrKwE9rflc6LJGH72Wc/C6Ojovr+OxLzYPaanp/HCm1+Mb37j6wCAbz4QQ12Zwrlz55DL5Xz77qvVKs6dO4etkSgqoS8BADYmn4pz557o6zi33HILUoxhVQqhYb7m6nNuQlMnnNM0bG9vex7rqggzxtjnAcx2eeitRPQP5s+vAfBR22OrAJaJaJsx9iQA5xlj1xNRqfNFiOh2ALcDwNmzZ+mmm27y9f0Lrh7Pfe5zcfvtt+Nxj3scnvGMZwQ2zkc+8hFsb2/j/PnzePOb34xnPetZgY21G4g5cbD5H//jf0CWZWxsbODWW28d/AQPfOUrX8H29jbmwhLOnz+PN77xjdjv15GYF7vHRz/6Udx55504dWIajAFPPqXgvvsv4/z5e/Anf/InuO6663wZ56tf/Sre+9734m0/ewRpvQIAmNv+P/jzT13A7/7u7+LZz362L+P85e2340RTwblsCtGCIUPmvvJF/KDewPliBe9+97tx/PhxT699VYQZEb2g3+OMsTCAVwB4ku05CoyyUiCiexljDwG4BsC3Anyrgj0GYwy/8iu/Evg4dlemiDET7HW4iz/IbhhWhwHTVSNcmQI38LgsXdetwrLVWrPtMT9oBf+3YD67MgHj+m806juOKz7EmO3VchkvAPAAEV3iBxhjU4wxyfz5GICTAB6+Su9PcMARwkywn+DX624IM63jd4HACbwSvmrrlVSuKG2P+UHX4P+Ox/wgkUx2Df5vmGMME5u8V2PMXo12NyYAPAfAHzPGVBj3hjcRUW7X35ngUCCC/wX7id2wmHELgOaDRUBw+OCFljVVB8y9brEsIxQarn1RT2jnj34mjyUSCdS6CL0DK8yI6PVdjn0CwCd2/90IDiP2CSwsZoL9QpDCjC80KrX/LhA4YWJiAgDQVFsWs1xBxvjYmK/lMvim2u60bFnR/BNm8USirZYXhwuzYWoK7lVXpkBwVREWM8F+YjdjzDQIi5nAPZOTkwCAptoqmbGVq2JyasrXcfi9227M8rtXJmAIr2aX4w0CopHIUGMJYSYQdEHEmAn2I7thMeM1QkWrMoEb4vE4RrJZNJstYba5XcXMTLcCDd7hvWNVWzFb1VRmfs6PXsJMJRp6bghhJhB0QVjMBPuRIIUZX2z4sirmhcAts3NzaJjCTFU1bOWqmJub83UMvpFu2jIwm1owwqzRI8YsNuRmXggzgaAL9lgEYRkQ7Be4tSAIQqEQmNmTExDCTOCe+fl5S5itb1VARJifn/d1DH6/VtSWaFLMuDY/r9lYLIZml6zMJg2/ZghhJhB0wW4xC3KxEwj8gAc3B2kxA1qtbQAhzATuWVhYgKrq0HXC6kbZOuYnPPax3mxZzPjPfsZFxuNxNHR9RwmOJtHQc0MIM4GgC3Zhtlv9OQUCr/ByA4ELM3NehCXJ10w6weFgcXERANBoalhbN6rl+y3MeI/KWqMVy1Zr6G2P+UEsFgMBUDuON4gQG7LGnxBmAkEXjh8/jngshmNHj17ttyIQDOQ3f/M38ZSnPAXXXnttoOMwU5iJhBiBF7jbstFQsbpRxkg262vVfwDIZrMAgIrSEmYVU6T5WS+NuyubHRazBoYvvix8NAJBF2677Ta88Y1vFNYywb7g1KlT+IM/+IPAx+EWs7iIuxR4gAuzmtzEhct5zC/4G18GGJuGRDyOUr0lzEqyilg06qv7nYuvzgSAJphwZQoEQcGDnQUCgQEXZiIhRuCFeDyORCKBfFHGQ49uY2lpOZBxxsZGUZRbTsairGFsbNTXMbj4anTE/zcwfIyZsJgJBAKBwBGWMBOB/wKP/Omf/ikuXrwIALj++usDGWNycgr5tSIkc1+dl1VMTk/7OgZPJOjsl6noJFyZAoFAINgdhMVMMCxLS0tYWloKdIzJqSnc9/CPMJUyElRyNQ1nfO4wYGV/2lyZOhHqmjZ0koFwZQoEAoHAEdy1Lyxmgr3M9PQ08rUGCEYD83y1iWmfLWZcfNWpVZajQcZ4wwozYTETCAQCgSOExUywH5iengYR0NR0MDDoRL4LM57hWbO5MmVTpA2baSqEmUAgEAgcERLlMgT7gNlZo/+m0YrJEE4zMzO+jsGFmWwXZubPw5blEMJMIBAIBI7grkwhzAR7mXZh1n7MLyKRCBLxOKo2V2bV7M85MjIy1GuLGDOBQCAQOIJbzILuMCAQDMPExAQkKYRSXUOpriEUCmHK5+B/ABjJZlG1Wcwq5s+jo6NDva4QZgKBQCBwBLeYifp+gr2MJEm44fQNkJs65KaOG06fDqSF2NjEBMp6y2JWMX8eVpgJV6ZAIBAIHCGEmWC/8P++4x2BjzE+Po4fPwjwHMyyriMWjQ7dLF1YzAQCgUDgCCHIBIIW4+PjKGkti1lJI4yPjw/9ukKYCQQCgcARXJhRR39AgeAwMjk5CUXXwaVZSdcx6UMsmxBmAoFAIHCFsJwJBIYwAwDN3KgUqXVsGIQwEwgEAoErhMVMIICV6ama86Gkqr4UshXCTCAQCASuEBYzgcAmzGCIM7IdGwYhzAQCgUDgiGPHjgEAnvCEJ1zdNyIQ7AHGx8cRCoWgEkEzj/khzES5DIFAIBA44s1vfjNUVUU4LJYOgUCSJIyPjaGS2waZNcyEK1MgEAgEu4oQZQJBiyMrK6gTUNIJsWhUWMwEAoFAIBAIrhZvectbsLGxAQDIZrOIx+NDv6YQZgKBQCAQCAQeiMfjWF5e9vU1hStTIBAIBAKBYI8ghJlAIBAIBALBHkEIM4FAIBAIBII9ghBmAoFAIBAIBHuEqyLMGGOvYozdzxjTGWNnOx57C2PsQcbYjxhjL7IdfxJj7PvmY/+didLTAoFAIBAIDhhXy2L2rwBeAeAr9oOMsccBeDWA6wH8NIA/Z4xJ5sPvBXAbgJPmv5/etXcrEAgEAoFAsAtcFWFGRD8koh91eejlAD5GRAoRPQLgQQBPYYzNAcgS0dfJ6J77NwDO7d47FggEAoFAIAievVbHbAHAv9h+v2Qea5o/dx7vCmPsNhjWNczMzOCee+7x/Y0KBPsJMScEgp2IeSHYiwQmzBhjnwcw2+WhtxLRP/R6Wpdj1Od4V4jodgC3A8DZs2fppptu6v9mBYIDjpgTAsFOxLwQ7EUCE2ZE9AIPT7sEYMn2+yKAK+bxxS7HBQKBQCAQCA4Me61cxicBvJoxFmOMHYUR5P8NIloFUGaMPc3MxvxFAL2sbgKBQCAQCAT7kqtVLuMWxtglAE8H8GnG2OcAgIjuB/C3AH4A4LMA/j0RaebT/i8AfwkjIeAhAJ/Z9TcuEAgEAoFAECBXJfifiO4EcGePx94B4B1djn8LwOmA35pAIBAIBALBVWOvuTIFAoFAIBAIDi1CmAkEAoFAIBDsEYQwEwgEAoFAINgjCGEmEAgEAoFAsEdgRoejgwtjbBPABZdPmwSwFcDbEeMcjnGOENGU32/GL8Sc2PWxxDh7fE4AYl4c0HF2cyzf5sWBF2ZeYIx9i4jOinHEOLsxzn7gIH7nB+0zHbRx9gMH7Ts/aOPs5lh+jiNcmQKBQCAQCAR7BCHMBAKBQCAQCPYIQph153YxjhhnF8fZDxzE7/ygfaaDNs5+4KB95wdtnN0cy7dxRIyZQCAQCAQCwR5BWMwEAoFAIBAI9ghCmAkEAoFAIBDsEQ61MGOMaYyx+xhj9zPGvssY+03GWMh8bIIx9iXGWIUx9p4Ax3khY+xextj3zf+fH9A4TzEfu8987JYgxrGds2x+d78d0OdZYYzJts/0vqA+D2PsDGPs6+bj32eMxb2Otdc5aHPCwVhiXnj8PGJe7N95IeaEd3ZlXhDRof0HoGL7eRrA5wG8zfw9BeBZAN4E4D0BjvNEAPPmz6cBXA5onCSAsPnzHIAN/ruf49iOfwLA3wH47YA+zwqAf92F6yAM4HsAHm/+PgFAuprXbZD/DtqccDCWmBfexhHzYh/PCzEnAvsb+TIvrvoFfzX/2b9g8/djALZhJkWYx17v52TrNY55nJnHYwGPcxTAuh+Trds4AM4B+BMAf+TXZOscx8/JNmCcFwP48NW4Pq/Gv4M2J1yOJeaF83HEvNjH80LMiWD+Rn7Ni0PtyuyEiB6G4d6dvkrj/ByA7xCREsQ4jLGnMsbuB/B9AG8iItXvcRhjKQC/C+Btfrx2r3HMQ0cZY99hjH2ZMfbsgMa5BgAxxj7HGPs2Y+x3/BpnP3DQ5kS3scS88DSOmBcHaF6IOeHbWL7Mi7Cfb/CAwK7GOIyx6wH8FwA3BzUOEf0fANczxq4D8NeMsc8QUd3ncd4G4F1EVGEskK+Sv+gqgGUi2maMPQnAecbY9URU8nmcMAw3xZMB1AB8gTF2LxF9wadx9gMHbU60jSXmhadxxLw4ePNCzInhx/JlXghhZoMxdgyABsOnvmvjMMYWAdwJ4BeJ6KGgxuEQ0Q8ZY1UYcQrf8nmcpwJ4JWPsvwIYBaAzxupENFRQbOc4ZNiQFQAgonsZYw/B2K34/XkuAfgyEW2Zj90F4EYAh2IBOmhzottYHDEvnI8DMS8O1LwQc8KfseDTvBCuTBPG2BSA98GIEQis6m7nOIyxUQCfBvAWIvpagOMcZYyFzceOALgWwKN+j0NEzyaiFSJaAfBnAP6TTxOt8/NMMcYk87FjAE4CeNjvcQB8DsAZxljS/P6eC+AHw46zHzhoc6LHWGJeeBgHYl4cmHkh5oR/Y8GneXHYLWYJxth9ACIAVAD/E8Cf8gcZY48CyAKIMsbOAbiZiLzcfPqN82sATgD4fcbY75vHbiYiLzuxfuM8C8CbGWNNADqAX+Wq3udx/KTfOM8B8MeMMRXGbuVNRJTzexwiyjPG/hTANwEQgLuI6NMex9kPHLQ5MWgsMS88jCPmxb6fF2JOBDCWX/NCtGQSCAQCgUAg2CMIV6ZAIBAIBALBHkEIM4FAIBAIBII9ghBmAoFAIBAIBHsEIcwEAoFAIBAI9ghCmAkEAoFAIBDsEYQw26OwAR3sAxz3HsbY2S7Hn8AYe3GX4y8y3+d9jLEKY+xH5s9/E/R7FRwuxJwQCHYi5sXB47DXMdvLyET0BABgjE0D+F8ARgD8of0kxljYrz5mA3gCgLMA7rIfJKLPwSiqB8bYPTAa0fpSUVkg6EDMCYFgJ2JeHDCExWwfYBYQvA3ArzGD1zPG/o4x9r8B3M0YG2eMnWeMfY8x9i+MsTMAwBj7I8bYb/PXYYz9K2Nsxfz59xljDzDG/pEx9lH7eQBexRj7BmPsx4yxZzPGogD+GMCt5g7n1n7vlzH2U4yxO22/v5Axdof5c4Ux9k5mNHj9AjMqJ4Mxdpwx9lnG2L2MsX9ijJ3y5csTHEjEnBAIdiLmxcFACLN9ArV3sAeApwP4JSJ6PoxmsN8hojMA/iOAvqZhZpiffw7AEwG8Asbuxk6YiJ4C4D8A+EMiagD4AwAfJ6InENHHB7zdLwK4jk8kAL8M4K/Mn1MAvk1ENwL4Mlq7utsB/N9E9CQAvw3gzweMITjkiDkhEOxEzIv9j3Bl7i+Y7ed/tLWVeBaMyQMi+iJjbIIxNtLndZ4F4B+ISAYAczdl5w7z/3sBrLh9k2Z/sv8J4HWMsb+CcWP4RfNhHQCfrB8GcAdjLA3gGQD+jjHrI8bcjis4lIg5IRDsRMyLfYwQZvsE1t7BHgCq9oe7PIVg9PGyW0Xjfc63o5j/a/B+jfwVgP8NoA7g7/rENpD5Hgs8TkIgcIKYEwLBTsS82P8IV+Y+gO3sYN/JVwC81jz3JgBbRFQC8CiAG83jNwI4ap7/VQAvZYzFzR3ISxy8jTKAjNP3TERXAFwB8HsAPmR7KATglebP/wbAV833+ghj7FXme2WMscc7HUtw+BBzQiDYiZgXBwMhzPYuCTN48n4AnwdwN4z4gG78EYCzjLHvAfjPAH7JPP4JAOOMsfsA/F8AfgwARPRNAJ8E8F0YpuhvASgOeD9fAvA4JwGdNj4C4CIR/cB2rArgesbYvQCeDyNQFDBuFv+WMfZdAPcDeLnDMQSHBzEnBIKdiHlxwGDdRbXgoMMYSxNRhTGWhLGLuo2Ivu3zGO+BEWj6AduxChGl/RxHIPADMScEgp2IebH7iBizw8vtjLHHwYgl+OsAJtq9MHY8v+Xn6woEASLmhECwEzEvdhlhMRMIBAKBQCDYI4gYM4FAIBAIBII9ghBmAoFAIBAIBHsEIcwEAoFAIBAI9ghCmAkEAoFAIBDsEYQwEwgEAoFAINgj/P+ud/PGx/nBrgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x792 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig. ED6.\n",
    "## % Change in drought duration TC-NOTC/NOTC*100\n",
    "import sys\n",
    "sys.modules[__name__].__dict__.clear()\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from numpy import loadtxt\n",
    "\n",
    "from my_functions import remove_outliers_IQR\n",
    "from my_functions import get_stats_all_data\n",
    "from my_functions import get_stats_without_outliers\n",
    "\n",
    "TCP=\"GT02\" \n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(2, 3, figsize=(9, 11),sharex=True,sharey=True)\n",
    "\n",
    "fig.tight_layout(pad=2)\n",
    "plt.subplots_adjust(bottom=0.06)\n",
    "plt.subplots_adjust(left=0.1)\n",
    "\n",
    "idir='DATA/FIG_ED6/'\n",
    "xlabels=['D1', 'D2', 'D3', 'D4', 'D5', 'D6']\n",
    "basin=['GLOBAL','NCA','EAS','SWA','OCE','EAF',]\n",
    "ti=['A) GLOBAL','B) NCA','C) EAS','D) SWA','E) OCE','F) EAF',]\n",
    "Py=[0,1,2,0,1,2]\n",
    "Px=[0,0,0,1,1,1]\n",
    "\n",
    "colors = sns.color_palette(\"Spectral\", 6)[::-1]  # Reverse color order\n",
    "for i in range(0,6):\n",
    "    data_1 = loadtxt(idir+'D1_GRID_DURATION_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    data_2 = loadtxt(idir+'D2_GRID_DURATION_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    data_3 = loadtxt(idir+'D3_GRID_DURATION_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    data_4 = loadtxt(idir+'D4_GRID_DURATION_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    data_5 = loadtxt(idir+'D5_GRID_DURATION_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    data_6 = loadtxt(idir+'D6_GRID_DURATION_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    \n",
    "    print(basin[i])\n",
    "    print(\"   Grids        Used       Min      P25     P50     P75     Max\")\n",
    "    data = [data_1, data_2, data_3, data_4, data_5, data_6]\n",
    "    data = [x * -1 for x in data]\n",
    "    stats_without_outliers = get_stats_without_outliers(data)\n",
    "    formatted_data = np.vectorize(lambda x: f\"{x:.2f}\")(stats_without_outliers)\n",
    "    print(formatted_data)\n",
    "    \n",
    "    data_1=remove_outliers_IQR(data_1)\n",
    "    data_2=remove_outliers_IQR(data_2)\n",
    "    data_3=remove_outliers_IQR(data_3)\n",
    "    data_4=remove_outliers_IQR(data_4)\n",
    "    data_5=remove_outliers_IQR(data_5)\n",
    "    data_6=remove_outliers_IQR(data_6)\n",
    "   \n",
    "    data = [data_1, data_2, data_3, data_4, data_5, data_6]\n",
    "    data = [x * -1 for x in data]\n",
    "    \n",
    "   \n",
    "    sns.violinplot(ax= axes[Px[i],Py[i]], data=data,color=None,fill=True,inner=\"box\",cut=0,palette=colors )\n",
    "    axes[Px[i],Py[i]].yaxis.grid(True)\n",
    "    axes[Px[i],Py[i]].axhline(0, color='red',linewidth=0.8,linestyle='--')\n",
    "    axes[1,Py[i]].set_xticklabels(xlabels)\n",
    "    axes[Px[i],Py[i]].set_title(ti[i],loc='left')\n",
    "    axes[Px[i],0].set_ylabel('Drought Duration (% Change)')\n",
    "    axes[1,Py[i]].set_xlabel('Drought Type')\n",
    "    \n",
    "\n",
    "plt.savefig('FIG_EXT/Fig_ED6.png', dpi=300)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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